Publications
Highlighted Papers
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IEEE TEVC Most Popular Article (NSGA-II):
Deb. K , Amrit Pratap, Sameer Agarwal and T. Meyarivan (2000). A Fast and Elitist Multi-Objective Genetic Algorithm-NSGA-II. [BibTex] [Link]
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IEEE TEVC Second Most Popular Article (NSGA-III Part-1):
Deb, K. and Jain, H. (2013). An evolutionary many-objective optimization algorithm using reference-point-based nondominated sorting approach, part I: solving problems with box constraints. [BibTex] [Link]
2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2008 | 2007 | 2006 | 2005 | 2004 | 2003 | 2002 | 2001 | 2000 | 1999
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Guha, R., Mckendrick, R., Feest, B., and Deb, K. (January, 2024). Attacker-Defender Strategy Optimization Using Multi-objective Competitive Co-evolution. COIN Report No. 2024001. [pdf format (download size 2.36MB)] [BibTex]
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Khan, A. and Deb, K. (January, 2024). Innovation Path: Discovering an Ordered Set of Optimized Intermediate Solutions from an Existing to a Desired Solution. COIN Report No. 2024002. [pdf format (download size 2.36MB)] [BibTex]
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Yadav, D., Ramu, P., and Deb, K. (February, 2024). An Updated Performance Metric for Preference-Based Evolutionary Multi-Objective Optimization Algorithms. COIN Report No. 2024003. [pdf format (download size 2.36MB)] [BibTex]
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Guha, R., and Deb, K. (February, 2024). Scalable Polynomial RegEM(a)O for Multi-/Many-objective Platform-based Design Optimization Problems. COIN Report No. 2024004. [pdf format (download size 1.37MB)] [BibTex]
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Santoshkumar, B. and Deb, K. (February, 2024). Surrogate-Assisted Multi-Objective Optimization for Handling Objectives with Heterogeneous Evaluation Times: Unconstrained Problems. COIN Report No. 2024005. [pdf format (download size 578KB)] [BibTex]
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Suresh, A. and Deb, K. (February, 2024). On a Better Understanding of Unique Identifiers of Pareto Solutions for Multi-criterion Optimization, Visualization, and Decision-making. COIN Report No. 2024006. [pdf format (download size 1.32MB)] [BibTex]
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Khan, A. and Deb, K. (October, 2024). Towards an Efficient Innovation Path Seeking Algorithm Using Directed Domination. COIN Report No. 2024007. [pdf format (download size 2.36MB)] [BibTex]
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Yadav, D., Ramu, P., and Deb, K. (October, 2024). Reliability-based MCDM Using Objective Preferences Under Variable Uncertainty. COIN Report No. 2024009. [pdf format (download size 1.10MB)] [BibTex]
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Guha, R., Mckendrick, R., Feest, B., and Deb, K. (October, 2024). A Multi-Objective Competitive Co-Evolutionary Framework with Progressive Shrinking for Wargame Scenarios. COIN Report No. 2024010. [pdf format (download size 3.35MB)] [BibTex]
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Deb, K. and Ehrgott, M. (November, 2024). Introducing Anti-Dominance Structures in Multi-objective Optimization. COIN Report No. 2024011. [pdf format (download size 111KB)] [BibTex]
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Deb, K., Lu, Z., Kropp, I., Herandez-Suarez, J. S., Hussein, R., Miller, S., and Nejadhashemi, A. P. (November, 2024). Smallest Deviation in Upper-level Due to Variation in Lower-level for Bi-level Problems. COIN Report No. 2024012. [pdf format (download size 84KB)] [BibTex]
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Toscano, G., Razavi, H., Nejadhashemi, A. P., Deb, K. and Linker, L. (January, 2023). Utilizing Innovization to Solve Large-scale Multi-objective Chesapeake Bay Watershed Problem. COIN Report No. 2023001. [BibTex] [pdf format (download size 597KB) ]
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Yadav, D., Ramu, P., and Deb, K. (January, 2023). Finding Robust Solutions for Many-Objective Optimization Using NSGA-III. COIN Report No. 2023002. [BibTex] [pdf format (download size 2.83MB) ]
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Khan, A. and Deb, K. (February, 2023). Optimizing Keyboard Configuration Using Single and Multi-Objective Evolutionary Algorithms. COIN Report No. 2023003. [BibTex] [pdf format (download size 826KB) ]
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Yadav, D., Ramu, P., and Deb, K. (February, 2023). Multi-objective Robust Optimization and Decision-Making Using Evolutionary Algorithms. COIN Report No. 2023004. [BibTex] [pdf format (download size 2.83MB) ]
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Guha, R., Ao, W., Kelly, S., Boddeti, V., Goodman, E., Banzhaf, W., and Deb, K. (February, 2023). MOAZ: A Multi-Objective AutoML-Zero Framework. COIN Report No. 2023005. [BibTex] [pdf format (download size 773KB) ]
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Suresh, A. and Deb, K. (March, 2023). On the Choice of Unique Identifiers for Predicting Pareto-optimal Solutions using Machine Learning. COIN Report No. 2023006. [BibTex] [pdf format (download size 1.77MB) ]
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Gupta, P., Vidyapati, K., Pratihar, D. K. and Deb, K. (March, 2023). Multi-objective Optimization of Rotational Magnetorheological Abrasive Flow Finishing Process. COIN Report No. 2023007. [BibTex] [pdf format (download size 1.33MB) ]
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Gupta, P., Pratihar, D. K. and Deb, K. (March, 2023). Analysis and Optimization of Gait Cycle of 25-DOF NAO Robot using Particle Swarm Optimization and Genetic Algorithms. COIN Report No. 2023008. [BibTex] [pdf format (download size 2.61MB) ]
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Guha, R., Suresh, A., DeFrain J, and Deb, K. (April, 2023). Machine Learning Based Prediction and Analysis for Virtual Metrology Tasks in Long Batch Processes. COIN Report No. 2023009. [BibTex] [pdf format (download size 2.19MB) ]
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Kelly, S., Park, D. S., Song, X., McIntire, M., Nashikkar, P., Guha, R., Banzhaf, W., Deb, K., Boddeti, V., Tan, J., and Real, E. (May, 2023). Discovering Adaptable Symbolic Algorithms from Scratch. COIN Report No. 2023010. [BibTex] [pdf format (download size 1.20MB) ]
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Yadav, D., Nagar, D., Ramu, P., and Deb, K. (June, 2023). Visualization-aided Multi-Criteria Decision-Making using Interpretable Self-Organizing Maps. MOAZ: A Multi-Objective AutoML-Zero Framework. COIN Report No. 2023011. [BibTex] [pdf format (download size 2.83MB) ]
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Deb, K., Lopes, C. L., Martins, F. V. C. and Wanner, E. F. (June, 2023). Identifying Pareto Fronts Reliably Using a Multi-Stage Reference-vector-based Framework. COIN Report No. 2023012. [BibTex] [pdf format (download size 2.42MB) ]
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Ghosh, A., Deb, K., Averill, R., and Goodman, E. (June, 2023). An Interactive Knowledge-based Multi-objective Evolutionary Algorithm Framework for Practical Optimization Problems. COIN Report No. 2023013. [BibTex] [pdf format (download size 1.66MB) ]
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Gandomi, A. H., Deb, K., Averill, R. C., Rahnamayan, S., and Omidvar, M. N. (June, 2023). Variable Functioning and Its Application to Large Scale Steel Frame Design Optimization. COIN Report No. 2023014. [BibTex] [pdf format ]
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Ghosh, A., Deb, K., Goodman, E., Averill, R. (July, 2023). A User-guided Innovization-based Evolutionary Algorithm Framework for Practical Multi-Objective Optimization Problems. COIN Report No. 2023015. [BibTex] [pdf format (download size 485KMB) ]
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Blank, J. and Deb, K. (January, 2022). Parameter Tuning and Control: A Case Study on Differential Evolution With Polynomial Mutation. COIN Report No. 2022001. [BibTex] [pdf format (download size 458KB)]
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Deb, K., Lu. Z., Kropp, I., Hernandez-Suarez, J. S., Hussein, R., Miller, S., and Nejadhashemi, A. P. (February, 2022). Minimizing Expected Deviation in Upper-level Outcomes Due to Lower-level Decision-making in Hierarchical Multi-objective Optimization Problems. COIN Report No. 2022003. [BibTex] [pdf format (download size 2.10MB)]
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Blank, J. and Deb, K. (February, 2022). GPSAF: A Generalized Probabilistic Surrogate-Assisted Framework for Constrained Single- and Multi-objective Optimization. COIN Report No. 2022004. [BibTex] [pdf format (download size 691KB)]
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Blank, J. (April, 2022). Solving Computationally Expensive Problems Using Surrogate-assisted Optimization: Methods and Applications. (PhD Dissertation). COIN Report No. 2022005. [BibTex] [pdf format (download size 6.98MB)]
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Mittal, S., Saxena, D. K., Deb, K. and Goodman, E. D. (July, 2022). A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-objective Optimization. COIN Report No. 2022006. [BibTex] [pdf format (download size 1.13MB)]
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Yadav, D., Ramu, P., and Deb, K. (August, 2022). Visualization-aided Multi-criterion Decision-making Using Reference Direction Based Pareto Race. COIN Report No. 2022007. [BibTex] [pdf format (download size 992KB)]
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Guha, R. and Deb, K. (September, 2022). RegEMO: Sacrificing Pareto-Optimality for Regularity in Multi-objective Problem-Solving. COIN Report No. 2022008. [BibTex] [pdf format (download size 3.82MB)]
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Ghosh, A., Deb, K., Averill, R. and Goodman, E. (October, 2022). IK-EMOViz: An Interactive Knowledge-based Evolutionary Multi-objective Optimization Framework. COIN Report No. 2022009. [BibTex] [pdf format (download size 1.65MB)]
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Deb, K., Goldkar, A., and Anirudh, S. (October, 2022). Learning to Predict Pareto-optimal Solutions From Pseudo-weights. COIN Report No. 2022010. [BibTex] [pdf format (download size 840KB)]
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Santoshkumar, B., Deb, K., and Chen, L. (October, 2022). Eliminating Non-dominated Sorting from NSGA-III. COIN Report No. 2022011. [BibTex] [pdf format (download size 1.16MB)]
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Bhasin, D., Swami, S., Sharma, S., Sah, S., Saxena, D. and Deb, K. (October, 2022). Investigating Innovized Progress Operators with Different Machine Learning Methods. COIN Report No. 2022012. [BibTex] [pdf format (download size 905KB)]
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Deb, K., Lopes, C., Martins, F., and Wanner, E. (October, 2022). Finding Pareto-optimal Fronts Reliably Using a Multi-Stage Reference-vector-based Framework. COIN Report No. 2022013.
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Deb, K. (November, 2022). Towards Generalized Dominance Structures for Multi-Objective Optimization. COIN Report No. 2022014.
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Ghosh, A. (December, 2022). An interactive knowledge-driven multi-objective optimization framework for achieving faster convergence. (Doctoral Dissertation). COIN Report No. 2022015.
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Yadav, D., Ramu, P., and Deb, K.. (December, 2022). Visualization-aided NIMBUS-based Multi-Criteria Decision-Making Using Interpretable Self-Organizing Maps (iSOM). COIN Report No. 2022016.
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Dhebar, Y. (January, 2021). Interpretable artificial intelligence using nonlnear decision trees. Doctoral Dissertation. Department of Mechanical Engineering, Michigan State University, East Lansing, USA. COIN Report No. 2021001. [To be available for download at a later time]
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Saxena, D. K., Mittal, S., Kapoor, S., and Deb, K. (January, 2021). A Localized High Fidelity Dominance based Many-Objective Evolutionary Algorithm. COIN Report No. 2021002. [BibTex] [pdf format (download size 580KB)]
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Mittal, S., Saxena, D. K., Deb, K., and Goodman, E. D. (February, 2021). A Learning-based Innovized Progress Operator for Faster Convergence in Evolutionary Multi-objective Optimization. COIN Report No. 2021003. [BibTex] [pdf format (download size 1.17MB)]
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Ghosh, A., Deb, K., Goodman, E. D., and Averill, R. C. (March, 2021). An Innovization-based Evolutionary Algorithm Framework for Large-Scale Practical Multi-Objective Optimization Problems. COIN Report No. 2021004. [BibTex] [pdf format (download size 742KB)]
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Blank, J. and Deb, K., (March, 2021). PSA: A Family of Probabilistic Surrogate-Assisted Algorithms]{PSA: A Family of Probabilistic Surrogate-Assisted Algorithms for single-objective optimization. COIN Report No. 2021005. [BibTex] [pdf format (download size 816KB)]
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Talukder, A. K. M. and Deb, K., (March, 2021). Visualization of H_(k-1) Homology Groups of k-dimensional Pareto-optimal Front Using PaletteViz. COIN Report No. 2021006. [BibTex] [pdf format (download size 3.88MB)]
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Lopes, C. L., Martins, F. V. C., Wanner, E. F., and Deb, K., (March, 2021). Approximate MIP-DoM Calculation for Multi-objective Optimization using Affinity Propagation Clustering Algorithm. COIN Report No. 2021007. [BibTex] [pdf format (download size 816KB)]
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Blank, J. and Deb, K., (March, 2021). SOLVeR: A Blueprint for Collaborative Optimization in Practice. COIN Report No. 2021008. [BibTex] [pdf format (download size 172KB)]>
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Suresh, A., Kongmanee, J., Deb, K., and Boddeti, V. (March, 2021). Multi-objective Coevolution and Decision-makingfor Cooperative and Competitive Environments. COIN Report No. 2021009. [BibTex] [pdf format (download size 2.07MB)]
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Sharma, S., Blank, J., Deb, K., and Panigrahi, B. K. (March, 2021). Ensembled Crossover based Evolutionary Algorithm for Single and Multi-objective Optimization. COIN Report No. 2021010. [BibTex] [pdf format (download size 553KB)]
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Mendes, R. S., Wanner, E. F., Martins, F. V. C., and Deb, K., (March, 2021). Aggregation or Selection? Clustering Many Objectives for Vehicle Routing Problem with Demand Responsive Transport. COIN Report No. 2021011. [BibTex] [pdf format (download size 553KB)]
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Blank, J. and Deb, K. (January, 2020). pymoo: Multi-objective Optimization in Python. COIN Report No. 2020001. [BibTex] [pdf format (download size 580KB)]
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Blank, J., Deb, K., Dhebar, Y., Bandaru, S. and Seada, H. (April, 2020). Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization. COIN Report No. 2020002. [BibTex]
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Blank, J. and Deb, K. (April, 2020). A Running Performance Metric and Termination Criterion for Evaluating Evolutionary Multi- and Many-objective Optimization Algorithms. COIN Report No. 2020003. [BibTex] [pdf format (download size 1.16MB)]
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Pellicer, P. V., Escudero, M. I., Alzueta, S. F., and Deb, K. (April, 2020). Gap Finding and Validation in Evolutionary Multi- and Many-Objective Optimization. COIN Report No. 2020004. [BibTex] [pdf format (download size 1.03MB)]
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Mittal, S., Saxena, D. K., Deb, K., and Goodman, E. D. (April, 2020). An ANN-Assisted Repair Operator for Evolutionary Multiobjective Optimization. COIN Report No. 2020005. [BibTex] [pdf format (download size 3.93MB)]
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Garg, K., Mukherjee, A., Mittal, S., Saxena, D. K., and Deb, K. (April, 2020). A generic and Computationally Efficient Automated Innovization Method for Power-Law Design Rules. COIN Report No. 2020006. [BibTex] [pdf format (download size 6.34MB)]
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Mittal, S., Saxena, D. K., and Deb, K. (April, 2020). A Unified Automated Innovization Framework Using Threshold-based Clustering. COIN Report No. 2020007. [BibTex] [pdf format (download size 344KB)]
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Talukder, K. and Deb, K. (April, 2020). PaletteStarViz: A Visualization Method for Multi-criteria Decision Making from High-dimensional Pareto-optimal Front. COIN Report No. 2020008. [BibTex]
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Smedberg, H., Bandaru, S., Ng, A. H. C., and Deb, K. (May, 2020). Trend Mining 2.0: Automating the Discovery of Variable Trends in the Objective Space. COIN Report No. 2020009. [BibTex] [pdf format (download size 5.53MB)]
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Ghosh, A., Goodman, E. D., Deb, K., Averill, R. and Diaz, A. (May, 2020). A Large-scale Bi-objective Optimization of Solid Rocket Motors Using Innovization. COIN Report No. 2020010. [BibTex] [pdf format (download size 9.20MB)]
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Roy, P. C., Yingchareonthawornchai, S., Torng, E. and Deb, K., and Boddeti, V. N. (May, 2020). Worst-case Conditional Hardness and Fast Algorithms with Random Inputs for Non-dominated Sorting. COIN Report No. 2020011. [BibTex] [pdf format (download size 9.20MB)]
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Lu, Z., Deb, K., and Boddeti, V. N. (May, 2020). MUXConv: Information Multiplexing in Convolutional Neural Networks. COIN Report No. 2020012. [BibTex] [pdf format (download size 1.08MB)]
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Lu, Z., Sreekumar, G., Goodman, E. D., Banzhaf, W., Deb, K., and Boddeti, V. N. (May, 2020). Neural Architecture Transfer. COIN Report No. 2020013. [BibTex] [pdf format (download size 3.30MB)]
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Back, P., Suominen, A., Malo, P., Tahvonen, O., Blank, J., and Deb, K. (May, 2020). Towards Sustainable Forest Management Strategies with MOEAs. COIN Report No. 2020014. [BibTex] [pdf format (download size 4.02MB)]
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Gaur, A. (May, 2020). Online Innovization: Towards Knowledge Discovery and Achieving Faster Convergence in Multi-Objective Optimization. PhD Thesis. Department of Electrical and Computer Engineering, Michigan State University. COIN Report No. 2020015. [BibTex] [pdf format (download size 8.16MB)]
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Dhebar, Y., Gupta, S. and Deb, K. (August, 2020). Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods. COIN Report No. 2020016. [BibTex] [pdf format (download size 902KB).] Also available from [arXiv].
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Lu, Z. (August 2020). Evolutionary Multi-objective Bi-level Optimization for Efficient Deep Neural Network Architecture Design. PhD Thesis. Department of Electrical and Computer Engineering, Michagan State University. COIN Report No. 2020017. [BibTex] [pdf format (download size 19.6MB).]
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Dhebar, Y., Deb, K., Nageshrao, S., Zhu, L. and Filev, D. (2020). Interpretable-AI Policies using Evolutionary Nonlinear Decision Trees for Discrete Action Systems. COIN Report No. 2020018. [BibTex] [pdf format (download size 2.02MB).]. Also published in arXiv:2009.09521.
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Blank, J. and Deb, K. (2020). Constrained Bi-objective Surrogate-Assisted Optimization of Problems with Heterogeneous Evaluation Times: Expensive Objectives andInexpensive Constraints. COIN Report No. 2020019. [BibTex] [pdf format (download size 284KB).].
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Mittal, S., Saxena, D., Deb, K. and Goodman, E. (2020). Enhanced Innovized Repair Operator for Evolutionary Multi- and Many-objective Optimization. COIN Report No. 2020020. [BibTex] [pdf format (download size 640KB).].
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Suresh, A., Deb, K. and Boddeti, V. (2020). Towards multi-objective co-evolutionary problem solving. COIN Report No. 2020021. [BibTex] [pdf format (download size 1.74MB).].
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Deb, K. Roy, P. C. amd Hussein, R. (2020). Surrogate Modeling Approaches for Multi-Objective Optimization: Survey, Taxonomy, and Results. COIN Report No. 2020022. [BibTex] [pdf format (download size 1.25MB).].
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Deb, K. Mittal, S., Saxena, D. K. and Goodman, E. D. (2020). Embedding a repair operator in evolutionary single and multi-objective algorithms -- An exploitation-exploration perspective. COIN Report No. 2020023. [BibTex] [pdf format (download size 574KB).].
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Ghosh, A., Deb, K. Averill, R. C, and Goodman, E. D. (2020). Combining user knowledge and online innovization for faster solution to multi-objective design optimization problems. COIN Report No. 2020024. [BibTex] [pdf format (download size 827KB).].
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Lai, L., Fiaschi, L., Cococcioni, M. and Deb, K. (2020). Handling priority levels in mixed Pareto-Lexicographic many-objective optimization problems. COIN Report No. 2020025. [BibTex] [pdf format (download size 883KB).].
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Nagar, D., Ramu, P., and Deb, K. (2020). Interpretable Self-Organizing Maps (iSOM) for Visualization of Pareto Front in Multiple Objective Optimization. COIN Report No. 2020026. [BibTex] [pdf format (download size 1.84MB).].
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Zhu. S., Xu, L., Goodman, E. D., Deb, K. and Lu, Z. (2020). The (M-1)+1 framework of relaxed Pareto dominance for evolutionary many-objective optimization. COIN Report No. 2020027. [BibTex] [pdf format (download size 2.54MB).].
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Hussein, R., Roy, P. C., and Deb, K. (January, 2019). Adaptive Switching Strategy for Metamodeling Based Multi-objective Optimization: Part I, Generative Frameworks. COIN Report No. 2019001. [BibTex] [pdf format (download size 1.14MB)]
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Roy, P. C., Hussein, R., and Deb, K. (January, 2019). Adaptive Switching Strategy for Metamodeling Based Multi-objective Optimization: Part II, Simultaneous and Combined Frameworks. COIN Report No. 2019002. [BibTex] [pdf format (download size 728KB)]
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Abouhawwash, M., Jameel, M., Deb, K. (February, 2019). A Smooth Proximity Measure for Optimality in Multi-Objective Optimization Using Benson's Method. COIN Report No. 2019003. [BibTex] [pdf format (download size 1.38MB)]
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Singh, H. and Deb, K. (February, 2019). Investigating the Equivalence Between PBI and AASF Scalarization for Multi-objective Optimization. COIN Report No. 2019004. [BibTex] [pdf format (download size 7.51MB)]
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Lu, Z., Whalen, I., Boddeti, V., Dhebar, Y., Deb, K., Goodman, E. and Banzhaf, W. (April, 2019). NSGA-Net: Neural Architecture Search using Multi-Objective Genetic Algorithm. COIN Report No. 2019005. [BibTex] [pdf format (download size 2.22MB)]
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Fan, Z., Li, W., Cai, X., Li, H., Wei, C., Zhang, Q., Deb, K., and Goodman, E. (May, 2019). Difficulty Adjustable and Scalable Constrained Multi-objective Test Problem Toolkit. COIN Report No. 2019006. [BibTex] [pdf format (download size 6.72MB)]
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Dhebar, Y. and Deb, K. (August, 2019). Interpretable rule discovery through optimized nonlinear decision trees for classification problems. COIN Report No. 2019007. [BibTex] [pdf format (download size 2.04MB)]
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Chagas, J. B. C., Blank, J., Wagner, M., Souza, M. J. F. and Deb, K. (October 2019). A Non-Dominated Sorting Based Customized Random-Key Genetic Algorithm for the Bi-Objective Traveling Thief Problem. COIN Report No. 2019008. [BibTex] [pdf format (download size 1.19MB)]
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Ahrari, A., Blank, J. and Deb, K., and Li, X. (September, 2019). Niching Surrogate-Assisted Optimization for Simulation-Based Design Optimization of Cylinder Head Water Jacke t. COIN Report No. 2019009. [BibTex] [pdf format (download size 2.04MB)]
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Lu, Z., Whalen, I., Dhebar. Y., Deb, K., Goodman, E., Banzhaf, W., and Boddeti, V. N. (November 2019). Multi-criterion evolutionary design of deep convolutional neural networks. COIN Report No. 2019010. [BibTex] [pdf format (download size 1.85MB)]
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Deb, K., Sinha, A., Malo, P. and Lu, Z. (November 2019). Approximate Bilevel Optimization with Population-based Evolutionary Algorithms. COIN Report No. 2019011. [BibTex] [pdf format (download size 459KB)]
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Seada, H., Deb, K., and Abouhawwash, M. (January, 2018). Multi-Phase Balance of Diversity and Convergence in Multi-Objective Optimization. COIN Report No. 2018001. [BibTex] [pdf format (download size 2.7MB)]
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Lu, Z., Deb, K., and Singh, H. (January, 2018). Balancing Survival of Feasible and Infeasible Solutions in Evolutionary Optimization Algorithms. COIN Report No. 2018002. [BibTex] [pdf format (download size 1.19MB)]
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Sinha, A., Bedi, S., and Deb, K. (January, 2018). Bilevel Optimization based on Kriging Approximations of Lower Level Optimal Value Function. COIN Report No. 2018003. [BibTex] [pdf format (download size 610KB)]
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Chen, L. Deb, K., and Liu, H.-L. (April, 2018). Investigating the Effect of Parallelism in Decomposition Based Evolutionary Many-Objective Optimization Algorithms. COIN Report No. 2018004. [BibTex] [pdf format (download size 236KB)] Bigger version
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Gaur, A., Talukder, K., Deb, K., Tiwari, S., Xu, S., and Jones, D. (May, 2018). Unorthodox Optimization Tasks for Achieving Well-Informed Design for an Automobile Industry. COIN Report No. 2018005. [BibTex] [pdf format (download size 591KB)]
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Talukder. K., and Deb, K. (July, 2018). A Topologically Consistent Visualization of High Dimensional Pareto-front for Multi-Criteria Decision Making. COIN Report No. 2018006. [BibTex] [pdf format (download size 3.18MB)]
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Dhebar, Y. and Deb, K. (July, 2018). Design of an Adaptive Push-Repel Operator for Enhancing Convergence in Genetic Algorithms. COIN Report No. 2018007. [BibTex] [pdf format (download size 576KB)]
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Vesikar, Y. and Deb, K., Blank, J. (September, 2018). Reference Point Based NSGA-III for Preferred Solutions. COIN Report No. 2018008. [BibTex] [pdf format (download size 3.69MB)]
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Blank, J., Deb, K., and Roy, P. C. (Ovtober, 2018). Investigating the Normalization Procedure of NSGA-III. COIN Report No. 2018009. [BibTex] [pdf format (download size 432KB)]
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Deb, K., Bandaru, S., and Seada, H. (October, 2018). Generating Uniformly Distributed Points on a Unit Simplex for Evolutionary Many-Objective Optimization. COIN Report No. 2018010. [BibTex] [pdf format (download size 589KB)]
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Roy, P. C., Hussein, R., Blank, J., and Deb, K. (October, 2018). Trust-Region Based Multi-Objective Optimization for Low Budget Scenarios. COIN Report No. 2018011. [BibTex] [pdf format (download size 1.01MB)]
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Roy, P. C., Guber, A., Abouali, M., Nejadhashemi, A. P., Deb, K., and Smucker, A. J. M. (October, 2018). Simulation Optimization of Water Usage and Crop Yield Using Precision Irrigation. COIN Report No. 2018012. [BibTex] [pdf format (download size 1.36MB)]
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Talukder, A. K. M. and Deb, K. (December, 2018). PaletteViz: Understanding a High-Dimensional Pareto-Optimal Data-Set for Multi-Criteria Decision Making. COIN Report No. 2018013. [BibTex] [pdf format (download size 16.67MB)]
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Gaur, A. and Deb, K. (January, 2017). Effect of Size and Order of Variables in Rules for Multi-Objective Repair-Based Innovization Procedure. COIN Report No. 2017001. [BibTex] [pdf format (download size 336KB)]
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Sinha, A., Soun, T., and Deb, K. (January, 2017). Evolutionary Bilevel Optimization Using KKT Proximity Measure. COIN Report No. 2017002. [BibTex] [pdf format (download size 274KB)]
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Kalra, S., Rahnamayan, and Deb, K. (January, 2017). Enhancing Clearing-based Niching Method Using Delaunay Triangulation. COIN Report No. 2017003. [BibTex] [pdf format (download size 1.70MB)]
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Ibrahim, A., Rahnamayan, S., Martin, M. V., and Deb, K. (January, 2017). Fusion-based Hybrid Many-objective Optimization Algorithm. COIN Report No. 2017004. [BibTex] [pdf format (download size 1.01MB)]
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Li, H. and Deb, K. (January, 2017). Challenges for Evolutionary Multiobjective Optimization Algorithms for Solving Variable-length Problems. COIN Report No. 2017005. [BibTex] [pdf format (download size 321KB)]
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Ahrari, A., Deb, K., Mohanty, S. and Hattel, J. H. (January, 2017). Multiobjective optimization of cellular scanning strategy in selective laser melting. COIN Report No. 2017006. [BibTex] [pdf format (download size 746KB)]
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Barnhart, B., Lu, Z. Bostian, M., Sinha, A., Deb, K., Kurkalova, L. Jha, M. Whittaker, G. (January, 2017). Handling Practicalities in Agricultural Policy Optimization for Water Quality Improvements. COIN Report No. 2017007. [BibTex] [pdf format (download size 637KB)]
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Dhebar, Y. and Deb, K., and Tan, X. (February, 2017). Effect of a Push Operator in Genetic Algorithms for Multimodal Optimization. COIN Report No. 2017008. [BibTex] [pdf format (download size 391KB)]
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Lu, Z., Deb, K., Goodman, E., and Wassick, J. (February, 2017). Solving a Real-world Supply-Chain Management Problem Using a Bilevel Evolutionary Approach. COIN Report No. 2017009. [BibTex] [pdf format (download size 2.04MB)]
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Roy, P., Hussein, R., and Deb, K. (February, 2017). Metamodeling for Multimodal Selection Functions in Evolutionary Multi-Objective Optimization. COIN Report No. 2017010. [BibTex] [pdf format (download size 1.94MB)]
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Deb, K. and Myburgh, C.(February, 2017). A Population-Based Algorithm for Billion-Variable Constrained Integer Linear Programming. COIN Report No. 2017011. [BibTex] [pdf format (download size 6.01MB)]
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Islam, J., Li, X., and Deb, K. (February, 2017). Multimodal truss structure design using bilevel and niching based evolutionary algorithms. COIN Report No. 2017012. [BibTex] [pdf format (download size 4.73MB)]
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Ahrari, A., Lei, H., Sharif, M. A., Deb, K., and Tan, X. (February, 2017). Reliable Underwater Object Identification in Three-Dimensional Space by an Optimally Designed Artificial Lateral Line System. COIN Report No. 2017013. [BibTex] [pdf format (download size 1.13MB)]
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Ahrari, A., Deb, K., and Pruess, M. (September, 2017). Benchmarking Covariance Matrix Self Adaption Evolution Strategy with Repelling Subpopulations for GECCO 2017 Competition on Multimodal Optimization. COIN Report No. 2017014. [BibTex] [pdf format (download size 557KB)]
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Li, K. and Deb, K. (January, 2016). Performance Assessment for Preference-based Evolutionary Multi-objective Optimization using reference points. COIN Report No. 2016001. [BibTex] [pdf format (download size 7.15MB)]
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Siegmund, F., Ng, A. Deb, K. (February, 2016). A ranking and selection strategy for preference based evolutionary multi-objective optimization of variable-noise problems. COIN Report No. 2016002. [BibTex][pdf format (download size 700KB)]
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Gaur, A. and Deb, K. (March 2016). Adaptive Use of Innovization Principles for a Faster Convergence of Evolutionary Multi-Objective Optimization Algorithms. COIN Report No. 2016003. [BibTex][pdf format (download size 671KB)]
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Seada, H., Abouhawwash, M., and Deb, K. (March 2016). Towards a better diversity of evolutionary multi-criterion optimization algorithms using local seaerches. COIN Report No. 2016004. [BibTex][pdf format (download size 527KB)]
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Abouhawwash, M. and Deb, K. (March 2016). Karush-Kuhn-Tucker Proximity Measure for Multi-Objective Optimization Based on Numerical Gradients. COIN Report No. 2016005. [BibTex][pdf format (download size 712KB)]
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Ahrari, A., Lei, H., Sharif, M. A., Deb, K. and Tan, X. (March 2016). Optimum design of lateral line system for object tracking under uncertain conditions. COIN Report No. 2016006. [BibTex][pdf format (download size 993KB)]
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Hussein, R. and Deb, K. (March 2016). A Generative Kriging Surrogate Model for Constrained and Unconstrained Multi-objective Optimization. COIN Report No. 2016007. [BibTex][pdf format (download size 1.58MB)] (Best paper Nomination for GECCO-2016 Conference)
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Lu, Z., Deb, K. and Sinha, A. (March 2016). Finding Reliable Solutions in Bilevel Optimization Problems Under Uncertainties. COIN Report No. 2016008. [BibTex][pdf format (download size 609KB)] (Best paper Nomination for GECCO-2016 Conference)
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Roy, P. C., Islam, M., and Deb, K. (March 2016). Best order sort: A new algorithm to non-dominated sorting for evolutionary multi-objective optimization. COIN Report No. 2016009. [BibTex][pdf format (download size 479KB)]
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Talukder, K., Deb, K. and Rahnamayan, S. (March 2016). The effect of extreme solution injection in opposition-based evolutionary multi-objective optimization. COIN Report No. 2016010. [BibTex][pdf format (download size 650KB)]
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Ibrahim, A., Rahnamayan, S., Martin, M. V. and Deb, K. and Rahnamayan, S. (March 2016). EliteNSGA-III: An Improved Evolutionary Many-Objective Optimization Algorithm. COIN Report No. 2016011. [BibTex][pdf format (download size 487KB)]
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Roy, P. C. and Deb, K. (March 2016). High-dimensional model representation for solving expensive multi-objective optimization problems. COIN Report No. 2016012. [BibTex][pdf format (download size 1.3MB)]
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Ibrahim, A., Rahnamayan, S., Martin, M. V. and Deb, K. and Rahnamayan, S. (March 2016). 3D-RadVis: Visualization of Pareto Front in Many-Objective Optimization. COIN Report No. 2016013. [BibTex][pdf format (download size 2.39MB)]
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Liu, H.-L., Chen, L., Zhang, Q., and Deb, K. (March 2016). An Evolutionary Many Objective Optimisation Algorithm with Adaptive Region Decom position. COIN Report No. 2016014. [BibTex][pdf format (download size 390KB)]
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Sinha, A., Malo, P. and Deb, K. (March 2016). Solving Optimistic Bilevel Programs by Iteratively Approximating Lower Level Optimal Value Function. COIN Report No. 2016015. [BibTex][pdf format (download size 416KB)]
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Helbig, M., Deb, K. and Engelbrecht, A. (March 2016). Key Challenges and Future Directions of Dynamic Multi-objective Optimisation. COIN Report No. 2016016. [BibTex][pdf format (download size 102KB)]
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Suryan, V., Sinha, A., Malo, and Deb, K. (March 2016). Handling Inverse Optimal Control Problems using Evolutionary Bilevel Optimization. COIN Report No. 2016017. [BibTex][pdf format (download size 654KB)]
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Toscano, G. and Deb, K. (March 2016). Study of the Approximation of the Fitness Landscape and the Ranking Process of Scalarizing Functions for Many-objective Problems. COIN Report No. 2016018. [BibTex][pdf format (download size 896KB)]
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Li, K., Omidvar, N. and Deb, K. and Yao, X. (April 2016). Variable interactions in multi-objective optimization problems. COIN Report No. 2016019. [BibTex][pdf format (download size 133KB)]
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Rahnamayan, S., Mahdavi, S., and Deb, K. (March 2016). Computing Cohesive Force among Dataset Entities Using Differential Evolution and Hierarchical Clustering. COIN Report No. 2016020. [BibTex][pdf format (download size 407KB)]
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Dea, J., Kessentini, M., Grosky, W. and Deb, K. (March 2016). Software Refactoring Using Cooperative Parallel Evolutionary Algorithms. COIN Report No. 2016021. [BibTex][pdf format (download size 689KB)]
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Ahrari, A., Hong, L., Sharif, M. A., Deb, K. and Tan, X. (May 2016). Design Optimization of an Artificial Lateral Line System Incorporating Flow and Sensor Uncertainties. COIN Report No. 2016022. [BibTex][pdf format (download size 1.2MB)]
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Ahrari, A. and Deb, K. (May 2016) . Performance Evaluation of an Improved Fully Stressed Design Evolution Strategy on Simultaneous Topology, Shape and Size Optimization of Large-Sc ale Truss Structures. COIN Report No. 2016023. [BibTex][pdf format (download size 1.4MB)]
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Ahrari, A., Deb, K., and Pruess, M. (April, 2016). Multimodal Optimization by Covariance Matrix Self-Adaptation Evolution Strategy with Repelling Subpopulat ions. COIN Report No. 2016024. [BibTex][pdf format (download size 1.8MB)]
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Myburgh, C. and Deb, K., (August, 2016). Derived Heuristics Based Consistent Optimization of Material Flow in a Gold Processing Plant. COIN Report No. 2016025. [BibTex][pdf format (download size 1.5MB)]
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Lu, Z., Deb, K., and Sinha, A. (August, 2016). Robust and reliable solutions in bilevel optimization problems under uncertainties. COIN Report No. 2016026. [BibTex][pdf format (download size 2.9MB)]
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Bandaru, S., Ng, A. H. C., and Deb, K., (August, 2016). Data Mining Methods for Knowledge Discovery in Multi-Objective Optimization: Part A - Survey. COIN Report No. 2016027. [BibTex][pdf format (download size 1.8MB)]
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Bandaru, S., Ng, A. H. C., and Deb, K., (August, 2016). Data Mining Methods for Knowledge Discovery in Multi-Objective Optimization: Part B - New Developments and Applications. COIN Report No. 2016028. [BibTex][pdf format (download size 7.6MB)]
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Bandaru, S. and Deb, K., (December, 2016). Metaheuristic Techniques. COIN Report No. 2016029. [BibTex][pdf format (download size 543KB)]
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Gaur, A. and Deb, K. (January, 2015). Towards An Automated Innovization Method for Handling Discrete Search Spaces. COIN Report No. 2015001. [BibTex] [pdf format (download size 535KB)]
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Seada, H. and Deb, K. (January, 2015). Effect of Selection Operator on NSGA-III in Single, Multi, and Many-Objective Optimization. COIN Report No. 2015002. [BibTex] [pdf format (download size 570KB)]
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Tutum, C. C., Guber, A., Deb, K., Smucker, A., Nejadhashemi, A. P., and Kiraz, B. (January, 2015). An Integrated Approach Involving EMO and HYDRUS-2D Software for SWRT-based Precision Irrigation. COIN Report No. 2015003. [BibTex] [pdf format (download size 759KB)]
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Deb, K., Lu, Z., McKesson, C., Trumbach, C. C., DeCan, L. (January, 2015). Optimal Ship Design and Valuable Knowledge Discovery Under Uncertain Conditions. COIN Report No. 2015004. [BibTex] [pdf format (download size 750KB)]
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Deb, K., Zhu, L., and Kulkarni, S. (January, 2015). Multi-Scenario, Multi-Objective Optimization Using Evolutionary Algorithms: Initial Results. COIN Report No. 2015005. [BibTex] [pdf format (download size 2.97MB)]
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Altinoz, T. and Deb, K. (January, 2015). Reference Point based Distributed Computing for Multiobjective Optimization. COIN Report No. 2015006. [BibTex] [pdf format (download size 572KB)]
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Datta, R. and Deb, K. (January, 2015). A Bi-objective Constrained Optimization Methodology Using a Hybrid Multi-Objective and Penalty Function Approach. COIN Report No. 2015007. [BibTex] [pdf format (download size 305KB)]
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Porokka, A., Sinha, A., Malo P. and Deb, K. (January, 2015). Unconstrained Robust Optimization using a Descent-based Crossover Operator. COIN Report No. 2015008. [BibTex] [pdf format (download size 305KB)]
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Sinha, A., Malo, P. and Deb, K. (January, 2015). Transportation Policy Formulation as a Multi-objective Bilevel Optimization Problem. COIN Report No. 2015009. [BibTex] [pdf format (download size 305KB)]
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Lu, Z., Deb, K., and Sinha, A. (January, 2015). Handling Decision Variable Uncertainty in Bilevel Optimization Problems. COIN Report No. 2015010. [BibTex] [pdf format (download size 10.9MB)]
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Myburgh, C., Deb, K., and Craig, S. (January, 2015). Applying Modern Heuristics to Maximizing NPV through Cutoff grade optimization. COIN Report No. 2015011. [BibTex] [pdf format (download size 1.36MB)]
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Ali. A., Lei, H., Sharif. M. A., Deb, K., Tan, X. (January, 2015). Design Optimization of Artificial Lateral Line System under Uncertain Conditions. COIN Report No. 2015012. [BibTex] [pdf format (download size 5.06MB)]
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Ali. A., Atai, A., and Deb, K. (January, 2015). Simultaneous Topology, Shape and Size Optimization of Truss Structures by Fully Stressed Design Based on Evolution Strategy. COIN Report No. 2015013. [BibTex] [pdf format (download size 5.86MB)]
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Li, X. and Deb, K. (April, 2015). Multi-Objective Optimization of Operation Scheduling for Micro-Grid Systems. COIN Report No. 2015014. [BibTex] [pdf format (download size 5.8MB)]
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Deb, K. and Abouhawwash, M. (May, 2015). A Computationally Fast and Approximate Method for Karush-Kuhn-Tucker Proximity Measure. COIN Report No. 2015015. [BibTex] [pdf format (download size 2.58MB)]
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Altinoz, T. and Deb, K. (July, 2015). Late Parallelization and Feedback Approaches for Distributed Computation of Evolutionary Multiobjective Optimization Algorithms. COIN Report No. 2015016. [BibTex] [pdf format (download size 878KB)]
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Mansoor, U., Kessentini, M., Langer, P., Mayerhofer, T., Wimmer, M., Deb, K. (August, 2015). Multi-View Refactoring of Class and Activity Diagrams using a Multi-Objective Evolutionary Algorithm. COIN Report No. 2015017. [BibTex] [pdf format (download size 1.14MB)]
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Xu, J., Deb, K., Gaur, A. (September, 2015). Identifying the Pareto-Optimal Solutions for Multi-point Distance Minimization Problem in Manhattan Space. COIN Report No. 2015018. [BibTex] [pdf format (download size 1.9MB)]
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Abouhawwash, M., Seada, H., and Deb, K. (September, 2015). Karush-Kuhn-Tucker Optimality Based Local Search for Enhanced Convergence of Evolutionary Multi-Criterion Optimization Methods. COIN Report No. 2015019. [BibTex] [pdf format (download size 13MB)]
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Siegmund, F., Ng, A. H. C. and Deb, K. (October, 2015). Dynamic Resampling for Preference-based Evolutionary Multi-Objective Optimization of Stochastic Systems. COIN Report No. 2015020. [BibTex] [pdf format (download size 1.74MB)]
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Siegmund, F., Ng, A. H. C. and Deb, K. (October, 2015). Standard Error Dynamic Resampling for Preference-based Evolutionary Multi-objective Optimization. COIN Report No. 2015021. [BibTex] [pdf format (download size 2.78MB)]
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Li, K. Deb, K., Zhang, Q. and Zhang, Q. (December, 2015). Efficient non-dimination level update method for steady-state evolutionary multi-objective optimization. COIN Report No. 2015022. [BibTex] [pdf format (download size 271KB)]
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Siegmund, F., Ng, A. H. C., and Deb, K., (December, 2015). Hybrid Dynamic Resampling Algorithms for Evolutionary Multi-objective Optimization of Invariant-Noise Problems COIN Report No. 2015023. [BibTex] [pdf format (download size 541KB)]
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Mahdavi, S., Rahnamayan, S. and Deb, K., (December, 2015). Center Based Initialization of Cooperative Co-evolutionary Algorithm and Large-Scale Optimization. COIN Report No. 2015024. [BibTex] [pdf format (download size 348KB)]
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Sinha, A., Malo, P. and Deb, K. (January, 2014). An Improved Bilevel Evolutionary Algorithm based on Quadratic Approximations. COIN Report No. 2014001.[BibTex] [pdf format (download size 295KB)]
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Zhu, L., Deb, K., and Kulkarni, S. (January, 2014). Optimization of Multi-Scenario Problems Using Multi-Criterion Methods: A Case Study on Byzantine Agreement Problem. COIN Report No. 2014002. [BibTex][pdf format (download size 260KB)]
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Enaya, Y. A. and Deb, K. (January, 2014). Network Path Optimization Under Dynamic Conditions. COIN Report No. 2014003.[BibTex] [pdf format (download size 681KB)]
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Mohammadi, A., Omidvar, M. N., Li, X., and Deb, K. (January, 2014). ntegrating User Preferences and Decomposition methods for Many-objective Optimization. COIN Report No. 2014004.[BibTex] [pdf format (download size 168KB)]
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Purshouse, R. C., Deb, K., Mansor, M. M., Mostaghim, S., and Wang, R. (January, 2014). A Review of Hybrid Evolutionary Multiple Criteria Decision Making Methods. COIN Report No. 2014005. [BibTex][pdf format (download size 123KB)]
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Bandaru, S., Ng, A. H. C., and Deb, K. (January, 2014). On the Performance of Classification Algorithms for Learning Pareto-Dominance Relations. COIN Report No. 2014006. [BibTex] [pdf format (download size 148KB)]
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Bandaru, S., Aslam, T., Ng, A. H. C., and Deb, K. (January, 2014). Generalized Higher-level Automated Innovization with Application to Inventory Management. COIN Report No. 2014007.[BibTex] [pdf format (download size 12.6MB)]
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Kessentini, M., Alnofal, M., Langer, P., Wimmer, M., Bechikh, S., and Deb, K. (January, 2014). MOMM: Multi-Objective Model Merging. COIN Report No. 2014008. [BibTex][pdf format (download size 1.78MB)]
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Mansoor, U., Kessentini, M., Bechikh, S., and Deb, K. (January, 2014). Code-Smells Detection using Good and Bad Software Design Examples. COIN Report No. 2014009.[BibTex] [pdf format (download size 862KB)]
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Dhebar, Y., Deb, K., Bandaru, S. (January, 2014). Non-Uniform Mapping in Real-Coded Genetic Algorithms. COIN Report No. 2014010. [BibTex][pdf format (download size 187KB)]
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Seada, H. and Deb, K. (January, 2014). An Evaluation of NSGA-III for Solving Bi-Objective Optimization Problems. COIN Report No. 2014011.[BibTex] [pdf format (download size 147KB)]
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Ali, A., Lei, H., Deb, K., Tan, X. (February, 2014). Robust Design Optimization of Artificial Lateral Line System. COIN Report No. 2014012. [BibTex][pdf format (download size 2.88MB)]
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Sinha, A., Malo, P., Xu, P., and Deb, K. (May, 2014). A bilevel optimization approach to automated parameter tuning. COIN Report No. 2014013. [BibTex][pdf format (download size 428KB)]
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Li. K., Deb, K., Zhang, Q., and Kwong, S. (September, 2014). Efficient non-domination level update approach for steady-state evolutionary multiobjective optimization. COIN Report No. 2014014. [BibTex][pdf format (download size 663KB)]
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Deb, K. and M. Abouhawwash. (October, 2014). An Optimality Theory Based Proximity Measure for Set Based Multi-Objective Optimization. COIN Report No. 2014015. [BibTex] [pdf format (download size 2.35MB)]
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Bandaru, S. and Deb, K. (October, 2014). Temporal Innovization: Evolution of Design Principles Using Multi-Objective Optimization. COIN Report No. 2014016. [BibTex] [pdf format (download size 540KB)]
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Siegmund, F., Ng, A. H. C. and Deb, K. (October, 2014). Hybrid Dynamic Resampling for Guided Evolutionary Multi-Objective Optimization. COIN Report No. 2014017. [BibTex][pdf format (download size 332KB)]
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Tutum, C. C. and Deb, K. (October, 2014). A Multimodal Approach for Evolutionary Multi-objective Optimization: MEMO. COIN Report No. 2014018. [BibTex] [pdf format (download size 10.1MB)]
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Sinha, A., Malo, P. and Deb, K. (October, 2014). Towards understanding bilevel multi-objective optimization with deterministic lower level decisions. COIN Report No. 2014019. [BibTex][pdf format (download size 438KB)]
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Tutum, C. C., Deb, K. and Baran, I. (October, 2014). Constrained Efficient Global Optimization for Pultrusion Process. COIN Report No. 2014020. [BibTex][pdf format (download size 33.5MB)]
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Li, K., Kwong, S., Zhang, Q., and Deb, K. (October, 2014). Inter-Relationship Based Selection for Decomposition Multiobjective Optimization. COIN Report No. 2014021.[BibTex] [pdf format (download size 998KB)]
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Seada, H. and Deb, K. (November, 2014). U-NSGA-III: A Unified Evolutionary Algorithm for Single, Multiple, and Many-Objective Optimization. COIN Report No. 2014022. [BibTex] [pdf format (download size 1.75MB)]
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Tutum, C. C., Baran, I. and Deb, K. (September, 2013). Optimum Design of Pultrusion Process via Evolutionary Multi-objective Optimization. COIN Report No. 2013001. [BibTex] [pdf format (download size 2.05GB)]
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Mkaouer, W., Kessentini, M., Bechikh, S., Deb, K. and Cinnelde, M. O. (September, 2013). High Dimensional Search-based Software Engineering: Finding Tradeoffs among 15 Objectives for Automating Software Refactoring using NSGA-III. COIN Report No. 2013002. [BibTex] [pdf format (download size 735KB)] (Note: NSGA-III papers can be downloaded from this site -- KanGAL Reports 2012009 and 2012010).
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Mkaouer, W., Kessentini, M., Bechikh, S., Cinneide, M. O., and Deb, K. (September, 2013). Software Refactoring Under Uncertainty: A Robust Multi-Objective Approach. COIN Report No. 2013003. [BibTex] [pdf format (download size 885KB)] (Note: Another basic robust multi-objective optimization study can be downloaded from this site -- KanGAL Report 2004016).
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Sinha, A., Malo, P., and Deb, K. (September, 2013). Evolutionary Bilevel Optimization: A Tutorial. COIN Report No. 2013004. [BibTex] [pdf format (download size 4.09GB)] (Note: A number of fundamental papers on Bilevel single and multi-objective optimization studies can be downloaded from this site (see 2008, 2009, 2012, and 2013 reports)).
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Mansoor, U., Kessentini, M., Bechikh, S. and Deb, K. (October, 2013). Code-Smells Detection using Good and Bad Software Design Examples. COIN Report No. 2013005. [BibTex] [pdf format (download size 865KB)]
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Sahin, D., Kessentini, M., Bechikh, S. and Deb, K. (November, 2013). Code-Smells Detection as a Bi-Level Problem. COIN Report No. 2013006. [BibTex] [pdf format (download size 1.45GB)]
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Chikumbo, O., Goodman, E. and Deb, K. (February, 2013). Triple bottomline, hyper-radial-visualisation-based decision-making by shopping for a land use management problem using evolutionary multi-objective optimisation. KanGAL Report No.2013001. [BibTex] [pdf format (download size 933KB)].
Note: This study has won the 2013 Wiley Practice Prize in June 2013 at Intl. Conference on MCDM held in Malaga, Spain in June 2013. -
Sinha, A., Malo, P. and Deb, K. (February, 2013). Test Problem Construction for Single-Objective Bilevel Optimization. KanGAL Report No.2013002. [BibTex][pdf format (download size 919KB)]
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Sinha, A., Malo, P. and Deb, K. (February, 2013). Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization. KanGAL Report No.2013003. [BibTex] [pdf format (download size 992KB)]
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Sinha, A., Malo, P. and Deb, K. (March, 2013). Multi-objective Stackelberg Game Between a Regulating Authority and a Mining Company: A Case Study in Environmental Economics. KanGAL Report No.2013004. [BibTex] [pdf format (download size 409KB)]
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Datta, R. and Deb, K. (March, 2013). Individual Penalty Based Constraint handling Using a Hybrid Bi-Objective and Penalty Function Approach. KanGAL Report No.2013005. [BibTex] [pdf format (download size 164KB)]
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Datta, R., Deb, K., Costa, M. F. P. and Gaspar-Cunha, A. (March, 2013). An Evolutionary Algorithm based Pattern Search Approach for Constrained Optimization. KanGAL Report No.2013006. [BibTex] [pdf format (download size 93KB)]
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Recio, G. and Deb, K., (March, 2013). Solving Clustering Problems Using Bi-Objective Evolutionary Optimisation and Knee Finding Algorithms. KanGAL Report No.2013007. [BibTex] [pdf format (download size 213KB)]
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Siegmund, F., Ng, A. and Deb, K., (March, 2013). A Comparative Study of Dynamic Resampling Strategies for Guided Evolutionary Multi-Objective Optimization. KanGAL Report No.2013008. [BibTex] [pdf format (download size 1.5MB)]
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Bandaru, S. and Deb, K., (March, 2013). A Parameterless-Niching-Assisted Bi-objective Approach to Multimodal Optimization. KanGAL Report No.2013009. [BibTex] [pdf format (download size 170KB)]
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Dashora, A. and Lohani, B. (May, 2013). Turning Time Calculation for Airborne Surveys. KanGAL Report No.2013010. [BibTex] [pdf format (download size 1.37MB)]
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Dashora, A. and Lohani, B. (May, 2013). Calculation of Propagated Errors in Airborne LiDAR Data. KanGAL Report No.2013011. [BibTex] [pdf format (download size 175KB)]
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Dashora, A., Lohani, B. and Deb, K. (June, 2013). Solving Flight Planning Problem for Airborne LiDAR Data Acquisition Using Single and Multi-Objective Genetic Algorithms. KanGAL Report No.2013012. [BibTex] [pdf format (download size 675KB)]
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Dashora, A., Lohani, B. and Deb, K. (June, 2013). Two-Step Procedure of Optimization for Flight Planning Problem for Airborne LiDAR Data Acquisition. KanGAL Report No.2013013. [BibTex] [pdf format (download size 917KB)]
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Jain, H. and Deb, K. (June, 2013). An Improved Adaptive Approach for Elitist Nondominated Sorting Genetic algorithm for Many-Objective Optimization (A$^2$-NSGA-III). KanGAL Report No.2013014. [BibTex] [pdf format (download size 579KB)]
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Deb, K., Bandaru, S., Greiner, D., Gaspar-Cunha A., and Tutum, C. C. (January, 2012). An Integrated Approach to Automated Innovization for Discovering Useful Design Principles: Three Engineering Case Studies. KanGAL Report No.2012001. [BibTex] [pdf format (download size 509KB)]
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Deb, K., Bandaru, S. and Tutum, C. C. (March, 2012). Temporal Evolution of Design Principles in Engineering Systems: Analogies with Human Evolution. KanGAL Report No.2012002. [BibTex] [pdf format (download size 412KB)]
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Sinha, A., Malo, P. and Deb, K. (March, 2012). Unconstrained Scalable Test Problems for Single-Objective Bilevel Optimization. KanGAL Report No.2012003. [BibTex] [pdf format (download size 203KB)]
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Sinha, A., Pandey, A. and Deb, K. (March, 2012). Solving High Objective Problems in Fixed Interactions with the Decision Maker. KanGAL Report No.2012004. [BibTex] [pdf format (download size 141KB)]
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Datta, R. and Deb, K. (March, 2012). An Adaptive Normalization based Constrained Handling Methodology with Hybrid Bi-Objective and Penalty Function Approach. KanGAL Report No.2012005. [BibTex] [pdf format (download size 129KB)]
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Datta, R., Bittermann, M., and Deb, K. and Ciftcioglu, O. (March, 2012). Probabilistic Constraint Handling in the Framework of Joint Evolutionary-Classical Optimization with Engineering Applications. KanGAL Report No.2012006. [BibTex] [pdf format (download size 1.6MB)]
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Siegmund, F., Ng, A. H. C., and Deb, K. (March, 2012). Finding a preferred diverse set of Pareto-optimal solutions for a limited number of function calls. KanGAL Report No.2012007. [BibTex] [pdf format (download size 1.18MB)]
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Bhardwaj, P., Dasgupta, B., and Deb, K. (May, 2012). Modeling Pareto-Optimal Set Using B-Spline Basis Functions. KanGAL Report No.2012008. [BibTex] [pdf format (download size 1.56MB)]
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Deb, K. and Jain, H. (June, 2012). An Improved NSGA-II Procedure for Many-Objective Optimization, Part I: Solving Problems with Box Constraints. KanGAL Report No. 2012009. [BibTex] [pdf format (download size 1.16MB)]
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Jain, H. and Deb, K. (June, 2012). An Improved NSGA-II Procedure for Many-Objective Optimization, Part II: Handling Constraints and Extending to an Adaptive Approach. KanGAL Report No. 2012010. [BibTex] [pdf format (download size 1.88MB)]
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Deb, K., Dhebar, Y. and Pavan, N. V. R. (July, 2012). Non-Uniform Mapping in Binary-Coded Genetic Algorithms. KanGAL Report No. 2012011. [BibTex] [pdf format (download size 246KB)]
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Bandaru, S., Gaur, A., Deb, K., Khare, V. and Chougule, R. (July, 2012) Development, Analysis and Applications of a Quantitative Methodology for Assessing Customer Satisfaction Using Evolutionary Optimization. KanGAL Report No. 2012012. [BibTex] [pdf format (download size 617KB)]
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Ahmed, F., Bhattacharya, B., and Deb, K. (July, 2012) Constructive Solid Geometry Based Topology Optimization using Evolutionary Algorithms. KanGAL Report No. 2012013. [BibTex] [pdf format (download size 3.33MB)]
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Padhye, N., Deb, K. and Mittal. P. (July, 2012). Boundary handling approaches in particle swarm optimization. KanGAL Report No. 2012014. [BibTex] [pdf format (download size 864KB)]
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Bandaru, S. and Deb, K. (July, 2012). A Dimensionally-Aware Genetic Programming Architecture for Automated Innovization. KanGAL Report No. 2012015. [BibTex] [pdf format (download size 525KB)]
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Deb, K. and Deb, D. (August, 2012). Analyzing Mutation Schemes for Real-Parameter Genetic Algorithms. KanGAL Report No. 2012016. [BibTex] [pdf format (download size 252KB)]
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Siegmund, F., Bernedixen, J., Pehrsson, L., Ng, A. H. C., and Deb, K. (August, 2012). Reference point based evolutionary multi-objective optimization for industrial systems simulation. KanGAL Report No. 2012017. [BibTex] [pdf format (download size 1.25MB)]
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Ahmed, F., Deb, K., Bhattacharya, B. (October, 2012). Structural topology optimization using multi-objective genetic algorithm with constructive solid geometry representation. KanGAL Report No. 2012018. [BibTex] [pdf format (download size 8.79MB)]
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Ng, A., H. C., Dudas, C., Pehrsson, L., and Deb, K. (November, 2012). Knowledge discovery in production simulation by interleaving multi-objective optimization and data mining. KanGAL Report No. 2012019. [BibTex] [pdf format (download size 1.56MB)] (Received Best Paper Award in SPS12 Conference held in Linkoping, Sweden, 6-8 November 2012)
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Deb, K. and Jain, H. (February, 2011). Self-Adaptive Parent to Mean-Centric Recombination for Real-Parameter Optimization. KanGAL Report No.2011001. [BibTex] [pdf format (download size 1.32MB)]
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Datta, R. and Deb, K. (February, 2011). Optimizing and Deciphering Design Principles of Robot Gripper Configurations Using an Evolutionary Multi-Objective Optimization Method. KanGAL Report No.2011002. [BibTex] [pdf format (download size 1.35MB)]
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Deb, K. (February, 2011). Multi-Objective Optimization Using Evolutionary Algorithms: An Introduction. KanGAL Report No.2011003. [BibTex] [pdf format (download size 1.00MB)]
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Deb, K. (February, 2011). Single and Multi-Objective Dynamic Optimization: Two Tales from an Evolutionary Perspective. KanGAL Report No.2011004. [BibTex] [pdf format (download size 275 KB)]
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Deb, K. and Datta, R. (March, 2011). Hybrid Evolutionary Multi-Objective Optimization of Machining Parameters. KanGAL Report No.2011005. [BibTex] [pdf format (download size 730 KB)]
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Srivastava, R., Deb, K. and Tulshyan, R. (May, 2011). An Evolutionary Algorithm based Approach to Design Optimization using Evidence Theory. KanGAL Report No.2011006. [BibTex] [pdf format (download size 627 KB)]
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Deb, K., Steuer, R., Tewari, R. and Tewari, R. (June, 2011). Effectiveness of a NSGA-II Local Search Approach Customized for Portfolio Optimization. KanGAL Report No.2011007. [BibTex] [pdf format (download size 437 KB)]
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Deb, K., Ruiz, F., Luque, M., Tewari, R., Cabello, J. M. and Cejudo, J. M. (June, 2011). On the Sizing of a Solar Thermal Electricity Plant for Multiple Objectives Using Evolutionary Optimization. KanGAL Report No.2011008. [BibTex] [pdf format (download size 426KB)]
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Deb, K., Gupta, S., Dutta, J. and Ranjan, B. (July, 2011). Solving Dual Problems Using a Coevolutionary Optimization Algorithm. KanGAL Report No.2011009. [BibTex] [pdf format (download size 539KB)]
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Ahmed, F. and Deb, K. (July, 2011). Multi-Objective Path Planning using Spline Representation. KanGAL Report No.2011010. [BibTex] [pdf format (download size 1.04MB)]
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Srivastava, R. and Deb, K. (August, 2011). An Evolutionary Based Bayesian Design Optimization Approach Under Incomplete Information. KanGAL Report No.2011011. [BibTex] [pdf format (download size 340KB)]
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Deb, K. and Srivastava, S. (August, 2011). A Genetic Algorithm Based Augmented Lagrangian Method for Accurate, Fast and Reliable Constrained Optimization. KanGAL Report No.2011012. [BibTex] [pdf format (download size 228KB)]
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Ahmed, F. and Deb, K. (August, 2011). Multi-objective Optimal Path Planning Using Elitist Non-dominated Sorting Genetic Algorithms. KanGAL Report No.2011013. [BibTex] [pdf format (download size 2.21MB)]
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Sinha, A., Korhonen, P., Wallenius, J. and Deb, K. (August, 2011). An Improved Progressively Interactive Evolutionary Multi-Objective Optimization Algorithm with a Fixed Budget of Decision Maker Calls. KanGAL Report No.2011014. [BibTex] [pdf format (download size 390KB)]
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Bandaru, S., Bittermann, M., and Deb, K. (September, 2011). Discovering Design Principles for Soft Multiobjective Decision Making. KanGAL Report No.2011015. [BibTex] [pdf format (download size 2.55MB)]
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Ahmed, F., Deb, K. and Jindal. A. (September, 2011). Evolutionary Multi-Objective Optimization and Decision Making Approaches to Cricket Team Selection. KanGAL Report No.2011016. [BibTex] [pdf format (download size 284KB)]
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Deb, K. and Jain, H. (September, 2011). Parent to Mean-Centric Self-Adaptation in Single and Multi-Objective Real-Parameter Genetic Algorithms with SBX Operator. KanGAL Report No.2011017. [BibTex] [pdf format (download size 642KB)]
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Bandaru, S. and Deb, K. (December, 2011). Higher and Lower-level Innovizations for Knowledge Discovery in Practical Problems. KanGAL Report No.2011018. [BibTex] [pdf format (download size 1.73MB)]
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Bandaru, S. and Deb, K., (January, 2010). Automating Discovery of Innovative Design Principles through Optimization. KanGAL Report No.2010001. [BibTex] [pdf format (download size 1.51MB)]
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Dutta, J. and Lalitha, C. S. (February, 2010). Optimality Conditions in Convex Optimization Revisited. KanGAL Report No.2010002. [BibTex] [pdf format (download size 128KB)]
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Deb, K., and Padhye, N. (February, 2010). Improving a Particle Swarm Optimization Algorithm Using an Evolutionary Algorithm Framework. KanGAL Report No.2010003. [BibTex] [pdf format (download size 747KB)]
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Deb, K., and Datta, R. (May, 2010). A Hybrid Bi-Objective Evolutionary-Penalty Approach for Computationally Fast and Accurate Constrained Optimization. KanGAL Report No.2010004. [BibTex] [pdf format (download size 1.48MB)]
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Deb, K., and Gupta, S. (July, 2010). Understanding Knee Points in Bicriteria Problems and Their Implications as Preferred Solution Principles. KanGAL Report No.2010005. [BibTex] [pdf format (download size 1.04MB)]
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Saha, A., Datta, R. Deb, K., (July, 2010). A Gradient Projection Based Hybrid Constrained Optimization Methodology using Genetic Algorithms. KanGAL Report No.2010006. [BibTex] [pdf format (download size 241KB)]
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Dutta, J., Deb, K., Tulshyan, R. and Arora, R. (September, 2010). Approximate KKT Points and a Proximity Measure for Termination. KanGAL Report No.2010007. [BibTex] [pdf format (download size 241KB)]
- Saxena, D. K., Duro, J. A., Tiwari, A., Deb, K., and Qingfu, Z. (September, 2010). Objective Reduction in Many-objective Optimization: Linear and Nonlinear Algorithms. KanGAL Report No.2010008. [BibTex] [pdf format (download size 2.3MB)]
- Bandaru, S. and Deb, K., (October, 2010). Automated Innovization for Simultaneous Discovery of Multiple Rules in Engineering Problems. KanGAL Report No.2010009. [BibTex] [pdf format (download size 679KB)]
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Deb, K., and Sinha, A. (March, 2009). An Efficient and Accurate Solution Methodology for Bilevel Multi-Objective Programming Problems Using a Hybrid Evolutionary-Local-Search Algorithm KanGAL Report No.2009001. [BibTex] [postscript format (download size 2.80KB)]
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Sharma, D., Deb, K., and Kishore, N. N. (June, 2009). Developing Multiple Topologies of Path Generating Compliant Mechanism (PGCM) using Evolutionary Optimization”. [BibTex] KanGAL Report No. 2009002. [pdf format (download size 480KB)].
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Sharma, D., Deb, K., and Kishore, N. N. (July, 2009). Advancement of Path Generating Compliant Mechanisms (PGCM) Topologies by Initial Population Strategy of Customized Evolutionary Algorithm. [BibTex] KanGAL Report No. 2009003. [pdf format (download size 761KB)].
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Sharma, D., Deb, K., and Kishore, N. N. (June, 2009). Customized Evolutionary Optimization of Compliant Mechanism to Generate Multiple Light Weight Topologies. [BibTex] KanGAL Report No. 2009004. [pdf format (download size 570KB)].
- Deb, K., Sinha, A., Korhonen, P. and Wallenius, J. (September, 2009).a An Interactive Evolutionary Multi-Objective Optimization Method Based on Progressively Approximated Value Functions. [BibTex] KanGAL Report No. 2009005. [pdf format (download size 760KB)].
- Deb, K., Saha, A. (December, 2009). Multimodal Optimization Using a Bi-Objective Evolutionary Algorithm. [BibTex] KanGAL Report No. 2009006. [pdf format (download size 3.04MB)].
- Padhye, N., Kalia, S. and Deb, K., (December, 2009). Multi-Objective Optimization and Multi-Criteria Decision Making For FDM Using Evolutionary Approaches. [BibTex] KanGAL Report No. 2009007. [pdf format (download size 1.01MB)].
- Padhye, N., Kalia, S. and Deb, K., (December, 2009). Multi-objective Optimisation and Multi-criteria Decision Making in SLS Using Evolutionary Approaches. [BibTex] KanGAL Report No. 2009008. [pdf format (download size 1.46MB)].
- Dutta, J., Deb, K., Arora, R. and Tulshyan, R. (December, 2009). Approximate KKT Points for Iterates of an Optimizer. [BibTex] KanGAL Report No. 2009009. [pdf format (download size 203KB)].
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Sharma, D., Deb, K., and Kishore, N. N.(January, 2008). A Domain-Specific Crossover And a Helper Objective for Generating Minimum Weight Compliant Mechanisms. KanGAL Report No.2008001. [BibTex] [pdf format (download size 304KB)]
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Sharma, D., Deb, K., and Kishore, N. N.(January, 2008). An Improved Initial Population Strategy for Compliant Mechanism Designs Using Evolutionary Optimization. KanGAL Report No.2008002. [BibTex] [pdf format (download size 689K)]
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Kodali, S. P., Bandaru, S., Deb, K., Munshi, P. and Kishore, N. N.(February, 2008). Applicability of Genetic Algorithms to Reconstruction of Projected Data from Ultrasonic Tomography. KanGAL Report No. 2008003. [BibTex] [pdf format (download size 1.137MB)]
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Deb, K., Miettinen, K. (September, 2008). A Review of Nadir Point Estimation Procedures Using Evolutionary Approaches: A Tale of Dimensionality Reduction. KanGAL Report No. 2008004. [BibTex] [pdf format (download size 108K)]
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Deb, K., Sinha, A., (October, 2008). Solving Bilevel Multi-Objective Optimization Problems Using Evolutionary Algorithms. KanGAL Report No. 2008005. [BibTex] [pdf format (download size 373K)]
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Sinha, A., Deb, K., (November, 2008). Towards Understanding Evolutionary Bilevel Multi-Objective Optimization Algorithm. KanGALReport No. 2008006. [BibTex] [pdf format (download size 874K)]
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Kodali, S. P., Deb, K., Bandaru, S., Munshi, P. and Kishore, N. N.(November, 2008). Simulation Studies on a Genetic Algorithm Based Tomographic Reconstruction Using Time-of-Flight Data from Ultrasound Transmission Tomography. KanGAL Report No. 2008007. [BibTex] [pdf format (download size 466K)]
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Cabello, J. M., Cejudo, J. M., Luque, M., Ruiz, F. R., Deb, K., Tewari, R. (November, 2008). Optimization of the Sizing of a Solar Thermal Electricity Plant: Mathematical Programming Versus Genetic Algorithms. KanGAL Report No. 2008008. [BibTex] [pdf format (download size 980K)]
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Deb, K., Miettinen, K., Sharma, D. (November, 2008). A Hybrid Integrated Multi-Objective Optimization Procedure for Estimating Nadir Point. KanGAL Report No. 2008009. [BibTex] [pdf format (download size 198K)]
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Deb, K., Sinha, A., (December, 2008). Constructing Test Problems for Bilevel Evolutionary Multi-Objective Optimization. KanGAL Report No. 2008010. [BibTex] [pdf format (download size 914KB)]
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Deb, K. and Kumar, A. (January, 2007). Interactive Evolutionary Multi-Objective Optimization and Decision-Making using Reference Direction Method. KanGAL Report No. 2007001. [BibTex] [pdf format (download size 263KB)]
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Bhatt, A., Varshney, P. and Deb, K. (January, 2007). Evolution of No-loss Strategies for the Game of Tic-Tac-Toe. KanGAL Report No. 2007002. [BibTex] [pdf format (download size 582KB)]
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Deb, K. and Chaudhuri, S. (February, 2007). I-MODE: An Interactive Multi-Objective Optimization and Decision-Making using Evolutionary Methods. KanGAL Report No. 2007003. [BibTex] [pdf format (download size 316KB)]
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Kukkonen, S. and Deb, K. (March, 2007). A Fast and Effective Method of Pruning of Non-Dominated Solutions in Many Objective Problems. KanGAL Report No. 2007004. [BibTex] [pdf format (download size 745KB)]
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Deb, K. and Kumar Abhay (April, 2007). Light Beam Search Based Multi-objective Optimization using Evolutionary Algorithms. KanGAL Report No. 2007005. [BibTex] [pdf format (download size 439KB)]
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Deb, K. Tewari, R., Dixit, M. and Dutta, J. (April, 2007). Finding Trade-off Solutions Close to KKT Points Using Evolutionary Multi-Objective Optimization. KanGAL Report No. 2007006. [BibTex] [pdf format (download size 382KB)]
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Sharma, D., Kumar, A., Deb, K. and Sindhya, K. (May, 2007). Hybridization of SBX Based NSGA-II and Sequential Quadratic Programming for Solving Multi-objective Optimization Problems. KanGAL Report No. 2007007. [BibTex] [pdf format (download size 954KB)]
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Kumar, A., Sharma, D. and Deb, K. (June, 2007). A Hybrid Multi-Objective Optimization Procedure Using PCX Based NSGA-II and Sequential Quadratic Programming. KanGAL Report No. 2007008. [BibTex] [pdf format (download size 643KB)]
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Deb, K., Miettinen, K., and Chaudhuri, S. (October, 2007). Towards an Estimation of Nadir Objective Vector Using Hybrid Evolutionary and Local Search Approaches. KanGAL Report No. 2007009. [BibTex] [pdf format (download size 674KB)]
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Sharma, D., Deb, K., and Kishore, N. N.(December, 2007). Towards Generating Diverse Topologies of Path Tracing Compliant Mechanisms Using A Local Search Based Multi-Objective Genetic Algorithm Procedure. KanGAL Report No.2007010. [BibTex] [pdf format (download size 287KB)]
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Deb, K., and Karthik S. (December, 2007). Deciphering Innovative Principles for Designing Electric Brushless D.C. Permanent Magnet Motors, KanGAL Report No.2007011. [BibTex] [pdf format (download size 265KB)]
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Deb, K. Sinha, A. and Kukkonen, S. (January, 2006). Multi-Objective Test Problems, Linkages, and Evolutionary Methodologies. KanGAL Report No. 2006001. [BibTex] [pdf format (download size 332KB)]
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Mittal, S and Deb, K. (January, 2006). Optimal Strategies of the Iterated Prisoner's Dilemma Problem for Multiple Conflicting Objectives KanGAL Report No. 2006002. [BibTex] [pdf format (download size 129KB)]
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Deb, K. (March, 2006). Evolutionary Multi-Objective Optimization Without Additional Parameters. KanGAL Report No. 2006003. [BibTex] [pdf format (download size 646KB)]
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Deb, K. and Srinivasan, A. (June, 2006). Monotonicity Analysis, Evolutionary Multi-Objective Optimization, and Discovery of Design Principles. KanGAL Report No. 2006004. [BibTex] [pdf format (download size 555KB)]
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Datta, D., Deb, K., Fonseca, C. M., Lobo. F. and Candado, P. (June, 2006). Multi-objective evolutionary algorithm for land-use managament problem. KanGAL Report No. 2006005. [BibTex] [pdf format (download size 704KB)]
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Datta, D., Deb, K., Fonseca, C. M. (June, 2006). Solving class timetabling problem of IIT Kanpur using multi-objective evolutionary algorithm. KanGAL Report No. 2006006. [BibTex] [pdf format (download size 226KB)]
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Kukkonen, S. and Deb, K. (July, 2006). Improving Pruning of Non-dominated Solutions Based on Crowding Distance for Bi-Objective Optimization Problems. KanGAL Report No. 2006007. [BibTex] [pdf format (download size 226KB)]
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Deb, K., Bhaskara Rao, U. and Karthik, S. (September, 2006). Dynamic Multi-Objective Optimization and Decision-Making Using Modified NSGA-II: A Case Study on Hydro-Thermal Power Scheduling Bi-Objective Optimization Problems. KanGAL Report No. 2006008. [BibTex] [pdf format (download size 587KB)]
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Deb, K., Padmanabhan, D., Gupta, S. and Mall. A. K. (October, 2006). Handling Uncertainties Through Reliability-Based Optimization Using Evolutionary Algorithms. KanGAL Report No. 2006009. [BibTex] [pdf format (download size 667KB)]
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Deb, K. (November, 2006). Scope of Stationary Multi-Objective Evolutionary Optimization: A Case Study on a Hydro-Thermal Power Dispatch Problem. KanGAL Report No. 20060010. [BibTex] [pdf format (download size 1.3MB)]
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Sharma, D., Deb, K., and Kishore, N. N.(December, 2006). Evolving Path Generation Compliant Mechanisms (PGCM) using Local-search based Multi-Objective Genetic Algorithm. KanGAL Report No.2006012. [BibTex] [pdf format (download size 233KB)]
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Deb, K. and Gupta, H. (January, 2005). A constraint handling strategy for robust multi-criterion optimization. KanGAL Report No. 2005001. [BibTex] [pdf format (download size 524KB)]
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Nain, P. K. S. and Deb, K.(March, 2005). A multi-objective optimization procedure with successive approximate models. KanGAL Report No. 2005002. [BibTex] [pdf format (download size 130KB)]
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Deb, K. and Chaudhuri, S. (March, 2005). I-EMO: An Interactive Evolutionary Multi-Objective Optimization Tool. KanGAL Report No. 2005003. [BibTex] [pdf format (download size 229KB)]
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Sinha, A., Tiwari, S. and Deb, K. (April, 2005). A Population-Based, Steady-State Procedure for Real-Parameter Optimization. KanGAL Report No. 2005004. [BibTex] [pdf format (download size 164KB)]
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Suganthan, P., Hansen, N., Liang, J. J., Deb, K., Chen, Y.-P., Auger, A. and Tiwari, S. (May, 2005). Problem definitions and evaluation criteria for the CEC-2005: Special session on real-parameter optimization. KanGAL Report No. 2005005. [BibTex] [pdf format (download size 630KB)] (Also downloadable as a NTU Technical Report (go to CEC-2005)
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Shukla, P. K. and Deb, K. (August, 2005). On Finding Multiple Pareto-Optimal Solutions Using Classical and Evolutionary Generating Methods. KanGAL Report No. 2005006. [BibTex] [pdf format (download size 1.73MB)]
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Deb, K. and Srinivasan, A. (August, 2005). Innovization: Innovation of design principles through optimization. KanGAL Report No. 2005007. [BibTex] [pdf format (download size 719KB)]
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Deb, K. (October, 2005). Practical optimization using evolutionary methods. KanGAL Report No. 2005008. [BibTex] [pdf format (download size 423KB)]
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Deb, K., Chaudhuri, S. and Miettinen, K. (December, 2005). Estimating Nadir Objective Vector Quickly Using Evolutionary Approaches. KanGAL Report No. 2005009. [BibTex] [pdf format (download size 642KB)]
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Deb, K. and Uday, B. R. N. (December, 2005). Investigating predator-prey algorithms for multi-objective optimization. KanGAL Report No. 2005010. [BibTex] [pdf format (download size 950KB)]
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Deb, K. and Saxena, D. (December, 2005). On Finding Pareto-Optimal Solutions Through Dimensionality Reduction for Certain Large-Dimensional Multi-Objective Optimization Problems. KanGAL Report No. 2005011. [BibTex] [pdf format (download size 922KB)]
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Deb, K., Sundar, J. and Uday, B. R. N. (December, 2005). Reference Point Based Multi-Objective Optimization Using Evolutionary Algorithms. KanGAL Report No. 2005012. [BibTex] [pdf format (download size 372KB)]
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Kukkonen, S. and Lampinen, J. (December, 2005). GDE3: The third evolution step in generalized differential evolution. KanGAL Report No. 2005013. [BibTex] [pdf format (download size 438KB)]
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Kukkonen, S. and Lampinen, J. (December, 2005). A empirical study of control parameters in generalized differential evolution. KanGAL Report No. 2005014. [BibTex] [pdf format (download size 1.39MB)]
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Deb, K., Mitra, K., Dewri, R. and Majumdar, S. (January, 2004). Towards a Better Understanding of the Epoxy Polymerization Process Using Multi-Objective Evolutionary Computation KanGAL Report No. 2004001. [BibTex] [pdf format (download size 729KB)]
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Deb, K. (February, 2004). Single and Multi-Objective Optimization Using Evolutionary Algorithms. KanGAL Report No. 2004002. [BibTex] [pdf format (download size 464KB)]
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Deb, K. and Pal. K. (February, 2004). Solving Large-Scale Integer Linear Programs Using A Customized Genetic Algorithm. KanGAL Report No. 2004003. [BibTex] [pdf format (download size 197KB)]
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Branke, J. and Deb, K.(March, 2004). Integrating User Preferences into Evolutionary Multi-Objective Optimization KanGAL Report No. 2004004. [BibTex] [pdf format (download size 558KB)]
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Deb, K. and Tiwari, S. (May, 2004). Multi-Objective Optimization of a Leg Mechanism Using Genetic Algorithms KanGAL Report No. 2004005. [BibTex] [pdf format (download size 570KB)]
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Deb, K. and Chaudhuri, S. (June, 2004). Automated Discovery of Innovative Designs of Mechanical Components Using Evolutionary Multi-Objective Algorithms KanGAL Report No. 2004006. [BibTex] [pdf format (download size 694KB)]
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Shi, S. Y. M., Suganthan, P. N. and Deb, K. (July, 2004). Multi-Class Protein Fold Recognition Using Multi-Objective Evolutionary Algorithms KanGAL Report No. 2004007. [BibTex] [pdf format (download size 283KB)]
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Mittal, S. and Deb, K. (July, 2004). Three-Dimensional Offline Path Planning for UAVs Using Multiobjective Evolutionary Algorithms KanGAL Report No. 2004008. [BibTex] [pdf format (download size 412KB)]
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Shukla, P. K., Dutta, J. and Deb, K.(August, 2004). Approximate Solutions in Multiobjective Optimization. KanGAL Report No. 2004009. [BibTex] [pdf format (download size 229KB)]
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Deb, K. and Gupta, N. (September, 2004). In Search of Optimal Operating Principles for An Overhead Crane Maneuvering Using Multi-Objective Evolutionary Algorithms. KanGAL Report No. 2004011. [BibTex] [pdf format (download size 356KB)]
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Nain, P. K. S. and Deb, K. (October, 2004). A Multi-Objective Search and Optimization Procedure with Successive Approximate Models. KanGAL Report No. 2004012. [BibTex] [pdf format (download size 420KB)]
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Deb, K. and Tiwari, S. (October, 2004). Omni-Optimizer: A Procedure for Single and Multi-Objective Optimization. KanGAL Report No. 2004013. [BibTex] [ps format (download size 3.3MB)]
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Datta, D. and Deb, K. (October, 2004). Design of Optimum Cross-sections for Load-carrying Members Using Multi-objective Evolutionary Algorithms. KanGAL Report No. 2004014. [BibTex] [pdf format (download size 246KB)]
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Shukla, P. K., Deb, K. and Tiwari, S. (October, 2004). Comparing Classical Generating Methods with Evolutionary Multi-Objective Optimization Methods. KanGAL Report No. 2004015. [BibTex] [pdf format (download size 1.8MB)]
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Deb, K. and Gupta, Himanshu (October, 2004). Introducing Robustness in Multi-Objective Optimization. KanGAL Report No. 2004016. [BibTex] [pdf format (download size 1.0MB)]
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Branke, J., Schmeck, H., Deb, K. and Reddy, S. M. (October, 2004). Parallelizing Multi-Objective Evolutionary Algorithms: Cone Separation. KanGAL Report No. 2004017. [BibTex] [pdf format (download size 214KB)]
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Sengupta, T. K., Deb, K. and Talla S. B. (December, 2004). Drag Optimization For A Circular Cylinder At High Reynolds Number By Rotary Oscillation Using Genetic Algorithms. KanGAL Report No. 2004018. [BibTex] [pdf format (download size 2.23MB)]
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Ah King, R., Rughooputh, H. and Deb, K. (December, 2004). Evolutionary multi-objective environmental/economic dispatch: Stochastic versus deterministic approaches. KanGAL Report No. 2004019. [BibTex] [pdf format (download size 204KB)]
Branke, J., Deb, K., Dierolf, H. and Osswald, M. (September, 2004). Finding Knees in Multi-objective Optimization. KanGAL Report No. 2004010. [BibTex] [pdf format (download size 2.98MB)]
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Deb, K and Reddy, A. R. (February, 2003). Classification of Two-Class Cancer Data Reliably Using Evolutionary Algorithms. KanGAL Report No. 2003001. [BibTex] [Pdf format (download size 330KB)]
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Deb, K, Mohan, M. and Mishra, S. (February, 2003). A Fast Multi-objective Evolutionary Algorithm for Finding Well-Spread Pareto-Optimal Solutions. KanGAL Report No. 2003002. [BibTex] [Pdf format (download size 555KB)]
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Deb, K (March, 2003). A Population-Based Algorithm-Generator for Real-Parameter Optimization. KanGAL Report No. 2003003. [BibTex] [Pdf format (download size 680KB)]
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Deshwal, P. S. and Deb, K (March, 2003). Design of an Optimal Hindi Keyboard for Convenient and Efficient Use.KanGAL Report No. 2003004. [BibTex] [Pdf format (download size 455KB)]
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Meena, B. R., Gupta, H., Bandyopadhyay, P., Deb, K and Adimurthy, V. (May, 2003). Robust estimation of aerospace propulsion parameters using optimization techniques based on evolutionary algorithms.KanGAL Report No. 2003005. [BibTex] [gzipped ps format (download size 284KB)]
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Deb, K and Reddy, A. R. (June, 2003). Classification of Two and Multi-Class Cancer Data Reliably Using Multi-Objective Evolutionary Algorithms. KanGAL Report No. 2003006. [BibTex] [Pdf format (download size 270KB)]
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Deb, K and Jain, S. (February, 2002). Multi-Speed Gearbox Design Using Multi-Objective Evolutionary Algorithms. KanGAL Report No. 2002001. [BibTex] [Gzipped ps format (download size 764KB)]
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Deb, K, Reddy, A. R., and Singh, G (March, 2002). Optimal Scheduling of Casting Sequence Using Genetic Algorithms. KanGAL Report No. 2002002. [BibTex] [download size 312KB (ps format)]
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Deb, K , Anand, A., and Joshi, D (April, 2002). A Computationally Efficient Evolutionary Algorithm for Real-Parameter Optimization. KanGAL Report No. 2002003. [BibTex] [download size 356KB (gzip ps format)]
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Deb, K and Jain, S. (May, 2002). Running performance metrics for evolutionary multi-objective optimization. Kangal Report No. 2002004. [BibTex] [download size 185KB(gzip ps format)]
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Nain, P.K.S. and Deb, K(May, 2002). A Computationally Effective Multi-Objective Search and Optimization Technique Using Coarse-to-Fine Grain Modeling. Kangal Report No. 2002005. [BibTex] [download size 637KB(ps format)]
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Deb, K. , Jain, P., Gupta, N. and Maji, H. (September, 2002). Multi-Objective Placement of Electronic Components Using Evolutionary Algorithms.Kangal Report No. 2002006. [BibTex] [download size 298KB(gzipped pdf format)]
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Deb, K. (September, 2002). Unveiling Innovative Design Principles By Means of Multiple Conflicting Objectives. Kangal Report No. 2002007. [BibTex] [download size 730 KB (gzip ps format)]
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Deb, K. , Zope, P. and Jain, A. (September, 2002). Distributed Computing of Pareto-Optimal Solutions Using Multi-Objective Evolutionary Algorithms. Kangal Report No. 2002008. [BibTex] [download size 358 KB (gzip ps format)]
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V. Khare, X. Yao, and Deb, K.. (October, 2002). Performance Scaling of Multi-objective Evolutionary Algorithms. Kangal Report No. 2002009. [BibTex] [download size 118 KB (gzip pdf format)]
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Reddy, A. R. and Deb, K.. (October, 2002). Identification of Multiple Gene Clusters Using Multi-Objective Evolutionary Algorithms. Kangal Report No. 2002010. [BibTex] [download size 147 KB (gzip pdf format)]
Technical Reports
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Deb. K, Lothar Thiele, Marco Laumanns and Eckart Zitzler (2001). Scalable Test Problems for Evolutionary Multi-Objective Optimization. KanGAL Report Number 2001001. [BibTex] [download : gzip format]
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Marco Laumanns, Lothar Thiele, Kalyanmoy Deb, Eckart Zitzler (2001). On the Convergence and Diversity-Preservation Properties of Multi-Objective Evolutionary Algorithms. TIK Report No. 108, Computer Engineering and Networks Laboratory(TIK), Swiss Federal Institute of Technology (ETH) Zurich, May, 2001. [download : gzip format]
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Deb. K (2001). Genetic Algorithms for Optimization. KanGAL Report Number 2001002. [BibTex] [download size 436 KB : gzip format]
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Deb. K, Dhiraj Joshi and Ashish Anand (2001).Real Coded Evolutionary Algorithms with Parent Centric Recombination. KanGAL Report Number 2001003. [BibTex] [download size 392 KB :PDF format]
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Goel. T. and Deb. K (2001).Hybrid Methods for Multi-Objective Evolutionary Algorithms. KanGAL Report Number 2001004. [BibTex] [download size 52 KB :Gzipped PS format]
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Mukerjee, A. , Biswas, R. , Deb. K and Mathur A. P. (2001).Multi-Objective Evolutionary Algorithms for the Risk Return Trade-off in Bank Loan Management. KanGAL Report Number 2001005. [BibTex] [download size 52 KB :Gzipped PS format]
Technical Reports
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Deb. K ,Amrit Pratap, Sameer Agarwal and T. Meyarivan (2000). A Fast and Elitist Multi-Objective Genetic Algorithm-NSGA-II. KanGAL Report Number 2000001 [BibTex] [download size:512 K;gzip format]
The IEEE TEC paper describing NSGA-II for multi-objective optimization is judged as the FAST-BREAKING PAPER IN ENGINEERING by Web of Science (ESI) in February 2004 Click Here -
Deb, K. Pratap, A. and Moitra, S. (2000) " Mechanical Component Design for multi-objective using Elitist non-dominated sorting GA." KanGAL Report No. 200002. [BibTex] [download size:54K ]
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Deb, K. and Goel, T. (2000) " Multi-Objective Evolutionary Algorithms for Engineering Shape Design " KanGAL Report No. 2000003. [BibTex] [download size:166K ]
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Deb, K. and Goel, T. (2000) " Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence " KanGAL Report No. 200004. [BibTex] [download size:149K ]
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Deb, K. Pratap, A., and Meyarivan, T. (2000) " Constrained Test Problems for Multi-Objective Evolutionary Optimization KanGAL Report No. 200005. [BibTex] [download size:782K ]
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Deb, K. and Gulati, S. (1999). Design of truss-structures for minimum weight using genetic algorithms. (88 KB gzipped) KanGAL Report No. 99001. Kanpur: Kanpur Genetic Algorithms Laboratory, Department of Mechanical Engineering, Indian Institute of Technology Kanpur, Kanpur 208016, India [BibTex] [download size:81K ]
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Deb, K. (1999). Multi-objective evolutionary algorithms: Introducing bias among Pareto-optimal solutions. KanGAL Report No. 99002. Kanpur: Kanpur Genetic Algorithms Laboratory, Department of Mechanical Engineering, Indian Institute of Technology Kanpur, Kanpur 208016, India [BibTex] [download size:1038K ]
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Deb, K and Agrawal, S. (1999). Understanding Interactions among Genetic Algorithm Parameters. KanGAL Report No. 99003. Kanpur: Kanpur Genetic Algorithms Laboratory, Department of Mechanical Engineering, Indian Institute of Technology Kanpur, Kanpur 208016, India [BibTex] [download size:430K]