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  1. MOAZ: A Multi-Objective AutoML-Zero Framework

    Article • July 2023, ACM (Association for Computing Machinery)

    Wolfgang Banzhaf, Kalyanmoy Deb

  2. Multi-objective Robust Optimization and Decision-Making Using Evolutionary Algorithms

    Article • July 2023, ACM (Association for Computing Machinery)

    Kalyanmoy Deb, Mr DEEPANSHU Yadav

  3. Optimal design of electric machine with efficient handling of constraints and surrogate assistance

    Article • Engineering Optimization, January 2023, Taylor & Francis

    Kalyanmoy Deb

  4. Identifying Pareto Fronts Reliably Using a Multi-Stage Reference-vector-based Framework

    Article • IEEE Transactions on Evolutionary Computation, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  5. Eliminating Non-dominated Sorting from NSGA-III

    Article • January 2023, Springer Science + Business Media

    Kalyanmoy Deb

  6. IK-EMOViz: An Interactive Knowledge-Based Evolutionary Multi-objective Optimization Framework

    Article • January 2023, Springer Science + Business Media

    Kalyanmoy Deb

  7. Improved Evolutionary Operators for Sparse Large-Scale Multiobjective Optimization Problems

    Article • IEEE Transactions on Evolutionary Computation, January 2023, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  8. Investigating Innovized Progress Operators with Different Machine Learning Methods

    Article • January 2023, Springer Science + Business Media

    Kalyanmoy Deb

  9. Learning to Predict Pareto-Optimal Solutions from Pseudo-weights

    Article • January 2023, Springer Science + Business Media

    Kalyanmoy Deb

  10. RegEMO: Sacrificing Pareto-Optimality for Regularity in Multi-objective Problem-Solving

    Article • January 2023, Springer Science + Business Media

    Kalyanmoy Deb

  11. A user-guided innovization-based evolutionary algorithm framework for practical multi-objective optimization problems

    Article • Engineering Optimization, November 2022, Taylor & Francis

    Kalyanmoy Deb

  12. Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization

    Article • IEEE Transactions on Evolutionary Computation, October 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  13. A computationally fast but approximate MIP-DoM calculation for multi-objective optimization

    Article • July 2022, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  14. A Learning-based Innovized Progress Operator for Faster Convergence in Evolutionary Multi-objective Optimization

    Article • ACM Transactions on Evolutionary Learning and Optimization, March 2022, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  15. Toward Interpretable-AI Policies Using Evolutionary Nonlinear Decision Trees for Discrete-Action Systems

    Article • IEEE Transactions on Cybernetics, January 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  16. A Localized High-Fidelity-Dominance based Many-Objective Evolutionary Algorithm

    Article • IEEE Transactions on Evolutionary Computation, January 2022, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  17. A novel multi-objective model calibration method for ecohydrological applications

    Article • Environmental Modelling & Software, October 2021, Elsevier

    Kalyanmoy Deb

  18. Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels

    Article • IEEE Transactions on Evolutionary Computation, October 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  19. Neural Architecture Transfer

    Article • IEEE Transactions on Pattern Analysis and Machine Intelligence, September 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  20. An approximate MIP-DoM calculation for multi-objective optimization using affinity propagation clustering algorithm

    Article • July 2021, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  21. Evolutionary multi- and many-objective optimization

    Article • July 2021, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  22. Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification

    Article • IEEE Transactions on Evolutionary Computation, April 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  23. Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization

    Article • IEEE Transactions on Evolutionary Computation, February 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  24. Multidimensional Aspects of Sustainable Biofuel Feedstock Production

    Article • Sustainability, January 2021, MDPI AG

    Kalyanmoy Deb

  25. Combining User Knowledge and Online Innovization for Faster Solution to Multi-objective Design Optimization Problems

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  26. Constrained Bi-objective Surrogate-Assisted Optimization of Problems with Heterogeneous Evaluation Times: Expensive Objectives and Inexpensive Constraints

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  27. Embedding a Repair Operator in Evolutionary Single and Multi-objective Algorithms - An Exploitation-Exploration Perspective

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  28. Handling Priority Levels in Mixed Pareto-Lexicographic Many-Objective Optimization Problems

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  29. Interpretable Self-Organizing Maps (iSOM) for Visualization of Pareto Front in Multiple Objective Optimization

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  30. Towards Multi-objective Co-evolutionary Problem Solving

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  31. Multimodal Optimization by Evolution Strategies with Repelling Subpopulations

    Article • January 2021, Springer Science + Business Media

    Kalyanmoy Deb

  32. Surrogate Modeling Approaches for Multiobjective Optimization: Methods, Taxonomy, and Results

    Article • Mathematical and Computational Applications, December 2020, MDPI AG

    Kalyanmoy Deb

  33. Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points

    Article • IEEE Transactions on Evolutionary Computation, December 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  34. A non-dominated sorting based customized random-key genetic algorithm for the bi-objective traveling thief problem

    Article • Journal of Heuristics, September 2020, Springer Science + Business Media

    Kalyanmoy Deb

  35. A proximity-based surrogate-assisted method for simulation-based design optimization of a cylinder head water jacket

    Article • Engineering Optimization, September 2020, Taylor & Francis

    Kalyanmoy Deb

  36. Evolutionary multi-objective optimization

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  37. Learning-based multi-objective optimization through ANN-assisted online Innovization

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  38. PaletteStarViz

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  39. A generic and computationally efficient automated innovization method for power-law design rules

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  40. Using gradient-free local search within MOEAs for the treatment of constrained MOPs

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  41. Worst-case conditional hardness and fast algorithms with random inputs for non-dominated sorting

    Article • July 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  42. Evolutionary computation's niche for solving multi-criterion optimization problems

    Article • June 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  43. Towards sustainable forest management strategies with MOEAs

    Article • June 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  44. Gap finding and validation in evolutionary multi- and many-objective optimization

    Article • June 2020, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  45. Ranking Multi-Metric Scientific Achievements Using a Concept of Pareto Optimality

    Article • Mathematics, June 2020, MDPI AG

    Kalyanmoy Deb

  46. A customized bilevel optimization approach for solving large-scale truss design problems

    Article • Engineering Optimization, April 2020, Taylor & Francis

    Kalyanmoy Deb

  47. Pymoo: Multi-Objective Optimization in Python

    Article • IEEE Access, January 2020, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  48. Unconventional optimization for achieving well-informed design solutions for the automobile industry

    Article • Engineering Optimization, November 2019, Taylor & Francis

    Kalyanmoy Deb

  49. A parametric investigation of PBI and AASF scalarizations

    Article • July 2019, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  50. Multiphase Balance of Diversity and Convergence in Multiobjective Optimization

    Article • IEEE Transactions on Evolutionary Computation, June 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  51. On a practical notion of Geoffrion proper optimality in multicriteria optimization

    Article • Optimization, May 2019, Taylor & Francis

    Kalyanmoy Deb

  52. An Efficient Nondominated Sorting Algorithm for Large Number of Fronts

    Article • IEEE Transactions on Cybernetics, March 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  53. A Taxonomy for Metamodeling Frameworks for Evolutionary Multiobjective Optimization

    Article • IEEE Transactions on Evolutionary Computation, February 2019, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  54. Generating Uniformly Distributed Points on a Unit Simplex for Evolutionary Many-Objective Optimization

    Article • January 2019, Springer Science + Business Media

    Kalyanmoy Deb

  55. Investigating the Normalization Procedure of NSGA-III

    Article • January 2019, Springer Science + Business Media

    Kalyanmoy Deb

  56. Simulation Optimization of Water Usage and Crop Yield Using Precision Irrigation

    Article • January 2019, Springer Science + Business Media

    Kalyanmoy Deb

  57. Trust-Region Based Multi-objective Optimization for Low Budget Scenarios

    Article • January 2019, Springer Science + Business Media

    Kalyanmoy Deb

  58. Uncertainty Handling in Bilevel Optimization for Robust and Reliable Solutions

    Article • International Journal of Uncertainty Fuzziness and Knowledge-Based Systems, December 2018, World Scientific Pub Co Pte Lt

    Kalyanmoy Deb

  59. A Novel Class of Test Problems for Performance Evaluation of Niching Methods

    Article • IEEE Transactions on Evolutionary Computation, December 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  60. Handling Multiple Scenarios in Evolutionary Multiobjective Numerical Optimization

    Article • IEEE Transactions on Evolutionary Computation, December 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  61. R-Metric: Evaluating the Performance of Preference-Based Evolutionary Multiobjective Optimization Using Reference Points

    Article • IEEE Transactions on Evolutionary Computation, December 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  62. Guest Editorial Special Issue on Search-Based Software Engineering

    Article • IEEE Transactions on Evolutionary Computation, June 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  63. A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications

    Article • IEEE Transactions on Evolutionary Computation, April 2018, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  64. Improving the performance of genetic algorithms for land-use allocation problems

    Article • International Journal of Geographical Information Science, December 2017, Taylor & Francis

    Kalyanmoy Deb

  65. Multimodal Optimization by Covariance Matrix Self-Adaptation Evolution Strategy with Repelling Subpopulations

    Article • Evolutionary Computation, September 2017, The MIT Press

    Kalyanmoy Deb

  66. Seeking Multiple Solutions: An Updated Survey on Niching Methods and Their Applications

    Article • IEEE Transactions on Evolutionary Computation, August 2017, Institute of Electrical & Electronics Engineers (IEEE)

    Kalyanmoy Deb

  67. Derived heuristics-based consistent optimization of material flow in a gold processing plant

    Article • Engineering Optimization, March 2017, Taylor & Francis

    Kalyanmoy Deb

  68. Multi-Criteria Code Refactoring Using Search-Based Software Engineering

    Article • ACM Transactions on Software Engineering and Methodology, August 2016, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  69. Recommendation system for software refactoring using innovization and interactive dynamic optimization

    Article • September 2014, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  70. Simultaneous topology, shape and size optimization of truss structures by fully stressed design based on evolution strategy

    Article • Engineering Optimization, August 2014, Taylor & Francis

    Kalyanmoy Deb

  71. Evolutionary bilevel optimization (EBO)

    Article • July 2014, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  72. Software refactoring under uncertainty

    Article • July 2014, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  73. Evolutionary bilevel optimization

    Article • July 2013, ACM (Association for Computing Machinery)

    Kalyanmoy Deb

  74. Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead

    Article • Management Science, July 2008, INFORMS

    Kalyanmoy Deb