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Enhanced Innovized Repair Operator for Evolutionary Multi- and Many-objective Optimization

Nov 21, 2020
Sukrit Mittal, Dhish Kumar Saxena, Kalyanmoy Deb, Erik Goodman


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Interpretable-AI Policies using Evolutionary Nonlinear Decision Trees for Discrete Action Systems

Sep 20, 2020
Yashesh Dhebar, Kalyanmoy Deb, Subramanya Nageshrao, Ling Zhu, Dimitar Filev

* main paper: 7 pages (pages 1-7), References: 1 page (page 8), Supplementary Document: 7 pages (from pages 9-15). Video link: https://youtu.be/DByYWTQ6X3E 

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Evaluating Nonlinear Decision Trees for Binary Classification Tasks with Other Existing Methods

Aug 25, 2020
Yashesh Dhebar, Sparsh Gupta, Kalyanmoy Deb

* 8 pages, 9 figures 

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Interpretable Rule Discovery Through Bilevel Optimization of Split-Rules of Nonlinear Decision Trees for Classification Problems

Aug 02, 2020
Yashesh Dhebar, Kalyanmoy Deb

* Total 26 pages and 30 figures. Main Paper: 12 pages, 12 figures. Supplementary Document: 14 pages, 18 figures 

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Image-Based Benchmarking and Visualization for Large-Scale Global Optimization

Jul 24, 2020
Kyle Robert Harrison, Azam Asilian Bidgoli, Shahryar Rahnamayan, Kalyanmoy Deb

* Preprint submitted to Applied Intelligence. 43 pages, 30 figures 

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NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

Jul 20, 2020
Zhichao Lu, Kalyanmoy Deb, Erik Goodman, Wolfgang Banzhaf, Vishnu Naresh Boddeti

* Accepted for oral presentation at ECCV 2020 

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Many-Objective Software Remodularization using NSGA-III

May 13, 2020
Mohamed Wiem Mkaouer, Marouane Kessentini, Adnan Shaout, Patrice Koligheu, Slim Bechikh, Kalyanmoy Deb, Ali Ouni

* ACM Transactions on Software Engineering and Methodology (TOSEM) 24, no. 3 (2015): 1-45 
* Mkaouer, Wiem, et al. "Many-objective software remodularization using NSGA-III." ACM Transactions on Software Engineering and Methodology (TOSEM) 24.3 (2015): 1-45 

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Neural Architecture Transfer

May 12, 2020
Zhichao Lu, Gautam Sreekumar, Erik Goodman, Wolfgang Banzhaf, Kalyanmoy Deb, Vishnu Naresh Boddeti

* 17 pages 

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Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks

May 07, 2020
Shaik Tanveer ul Huq, Vadlamani Ravi, Kalyanmoy Deb

* 33 pages, 20 figures 

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MUXConv: Information Multiplexing in Convolutional Neural Networks

Apr 07, 2020
Zhichao Lu, Kalyanmoy Deb, Vishnu Naresh Boddeti

* CVPR 2020 

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A Non-Dominated Sorting Based Customized Random-Key Genetic Algorithm for the Bi-Objective Traveling Thief Problem

Feb 11, 2020
Jonatas B. C. Chagas, Julian Blank, Markus Wagner, Marcone J. F. Souza, Kalyanmoy Deb


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Search-Based Software Engineering for Self-Adaptive Systems: One Survey, Five Disappointments and Six Opportunities

Jan 22, 2020
Tao Chen, Miqing Li, Ke Li, Kalyanmoy Deb

* submitted; 21 pages, 6 tables and 17 figures 

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pymoo: Multi-objective Optimization in Python

Jan 22, 2020
Julian Blank, Kalyanmoy Deb


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Multi-Criterion Evolutionary Design of Deep Convolutional Neural Networks

Dec 03, 2019
Zhichao Lu, Ian Whalen, Yashesh Dhebar, Kalyanmoy Deb, Erik Goodman, Wolfgang Banzhaf, Vishnu Naresh Boddeti

* 15 pages 

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Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multi-Objective Optimisation Using Reference Points

Sep 30, 2019
Ke Li, Minhui Liao, Kalyanmoy Deb, Geyong Min, Xin Yao

* 32 pages, 22 figures 

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NSGA-NET: A Multi-Objective Genetic Algorithm for Neural Architecture Search

Oct 08, 2018
Zhichao Lu, Ian Whalen, Vishnu Boddeti, Yashesh Dhebar, Kalyanmoy Deb, Erik Goodman, Wolfgang Banzhaf


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Modeling and Multi-objective Optimization of a Kind of Teaching Manipulator

Jan 31, 2018
Zhun Fan, Yugen You, Haodong Zheng, Guijie Zhu, Wenji Li, Shen Chen, Kalyanmoy Deb, Erik Goodman


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Difficulty Adjustable and Scalable Constrained Multi-objective Test Problem Toolkit

Sep 16, 2017
Zhun Fan, Wenji Li, Xinye Cai, Hui Li, Caimin Wei, Qingfu Zhang, Kalyanmoy Deb, Erik D. Goodman

* 14 pages, 10 figures, 6 tables 

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Push and Pull Search for Solving Constrained Multi-objective Optimization Problems

Sep 15, 2017
Zhun Fan, Wenji Li, Xinye Cai, Hui Li, Caimin Wei, Qingfu Zhang, Kalyanmoy Deb, Erik D. Goodman

* 13 pages, 10 figures and 2 tables 

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

May 17, 2017
Ankur Sinha, Pekka Malo, Kalyanmoy Deb


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Integration of Preferences in Decomposition Multi-Objective Optimization

Jan 20, 2017
Ke Li, Kalyanmoy Deb, Xin Yao


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Feasibility Preserving Constraint-Handling Strategies for Real Parameter Evolutionary Optimization

Apr 17, 2015
Nikhil Padhye, Pulkit Mittal, Kalyanmoy Deb


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Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization

Oct 07, 2013
Ankur Sinha, Pekka Malo, Kalyanmoy Deb


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