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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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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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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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