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Contemporary Symbolic Regression Methods and their Relative Performance


Jul 29, 2021
William La Cava, Patryk Orzechowski, Bogdan Burlacu, Fabrício Olivetti de França, Marco Virgolin, Ying Jin, Michael Kommenda, Jason H. Moore

* To appear in Neurips 2021 Track on Datasets and Benchmarks. Main text: 10 pages, 3 figures; Appendix: 7 pages, 8 figures. https://openreview.net/forum?id=xVQMrDLyGst 

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Generative and reproducible benchmarks for comprehensive evaluation of machine learning classifiers


Jul 14, 2021
Patryk Orzechowski, Jason H. Moore

* 12 pages, 3 figures with subfigures 

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EBIC.JL -- an Efficient Implementation of Evolutionary Biclustering Algorithm in Julia


May 03, 2021
Paweł Renc, Patryk Orzechowski, Aleksander Byrski, Jarosław Wąs, Jason H. Moore

* 9 pages, 11 figures 

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Benchmarking in Optimization: Best Practice and Open Issues


Jul 07, 2020
Thomas Bartz-Beielstein, Carola Doerr, Jakob Bossek, Sowmya Chandrasekaran, Tome Eftimov, Andreas Fischbach, Pascal Kerschke, Manuel Lopez-Ibanez, Katherine M. Malan, Jason H. Moore, Boris Naujoks, Patryk Orzechowski, Vanessa Volz, Markus Wagner, Thomas Weise


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EBIC: an evolutionary-based parallel biclustering algorithm for pattern discover


Jul 26, 2018
Patryk Orzechowski, Moshe Sipper, Xiuzhen Huang, Jason H. Moore

* 9 pages, 7 figures 

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EBIC: an open source software for high-dimensional and big data biclustering analyses


Jul 26, 2018
Patryk Orzechowski, Jason H. Moore

* 2 pages, 1 figure 

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Where are we now? A large benchmark study of recent symbolic regression methods


Jun 07, 2018
Patryk Orzechowski, William La Cava, Jason H. Moore

* 8 pages, 4 figures. GECCO 2018 

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Considerations of automated machine learning in clinical metabolic profiling: Altered homocysteine plasma concentration associated with metformin exposure


Oct 09, 2017
Alena Orlenko, Jason H. Moore, Patryk Orzechowski, Randal S. Olson, Junmei Cairns, Pedro J. Caraballo, Richard M. Weinshilboum, Liewei Wang, Matthew K. Breitenstein

* Pacific Symposium on Biocomputing, 2018 (Vol. 23) 
* Manuscript - containing supplementary information - accepted (9/15/2017) for publication within Pacific Symposium on Biocomputing 2018 . Original supplementary information includes an additional 6 pages of content (18 pages total) and 8 figures (13 figures total) 

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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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