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LCS-DIVE: An Automated Rule-based Machine Learning Visualization Pipeline for Characterizing Complex Associations in Classification

Apr 26, 2021
Robert Zhang, Rachael Stolzenberg-Solomon, Shannon M. Lynch, Ryan J. Urbanowicz

* 21 pages, 11 figures, submitted for review on 4/26/21 

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A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias Assessments

Sep 08, 2020
Ryan J. Urbanowicz, Pranshu Suri, Yuhan Cui, Jason H. Moore, Karen Ruth, Rachael Stolzenberg-Solomon, Shannon M. Lynch

* 22 pages, 12 figures 

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Benchmarking Relief-Based Feature Selection Methods for Bioinformatics Data Mining

Apr 03, 2018
Ryan J. Urbanowicz, Randal S. Olson, Peter Schmitt, Melissa Meeker, Jason H. Moore

* Revised submission to JBI 

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Relief-Based Feature Selection: Introduction and Review

Apr 02, 2018
Ryan J. Urbanowicz, Melissa Meeker, William LaCava, Randal S. Olson, Jason H. Moore

* Submitted revisions for publication based on reviews by the Journal of Biomedical Informatics 

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A System for Accessible Artificial Intelligence

Aug 10, 2017
Randal S. Olson, Moshe Sipper, William La Cava, Sharon Tartarone, Steven Vitale, Weixuan Fu, Patryk Orzechowski, Ryan J. Urbanowicz, John H. Holmes, Jason H. Moore

* 14 pages, 5 figures, submitted to Genetic Programming Theory and Practice 2017 workshop 

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PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison

Mar 01, 2017
Randal S. Olson, William La Cava, Patryk Orzechowski, Ryan J. Urbanowicz, Jason H. Moore

* 14 pages, 5 figures, submitted for review to JMLR 

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Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science

Mar 20, 2016
Randal S. Olson, Nathan Bartley, Ryan J. Urbanowicz, Jason H. Moore

* 8 pages, 5 figures, preprint to appear in GECCO 2016, edits not yet made from reviewer comments 

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Automating biomedical data science through tree-based pipeline optimization

Jan 28, 2016
Randal S. Olson, Ryan J. Urbanowicz, Peter C. Andrews, Nicole A. Lavender, La Creis Kidd, Jason H. Moore

* 16 pages, 5 figures, to appear in EvoBIO 2016 proceedings 

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