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Matched sample selection with GANs for mitigating attribute confounding


Mar 24, 2021
Chandan Singh, Guha Balakrishnan, Pietro Perona


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Revisiting complexity and the bias-variance tradeoff


Jun 17, 2020
Raaz Dwivedi, Chandan Singh, Bin Yu, Martin J. Wainwright

* First two authors contributed equally. 28 pages, 11 Figures 

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Curating a COVID-19 data repository and forecasting county-level death counts in the United States


May 16, 2020
Nick Altieri, Rebecca L. Barter, James Duncan, Raaz Dwivedi, Karl Kumbier, Xiao Li, Robert Netzorg, Briton Park, Chandan Singh, Yan Shuo Tan, Tiffany Tang, Yu Wang, Bin Yu

* 25 pages, 8 Figures, Authors ordered alphabetically. All authors contributed significantly to this work. All collected data, modeling code, forecasts, and visualizations are updated daily and available at \url{https://github.com/Yu-Group/covid19-severity-prediction

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Transformation Importance with Applications to Cosmology


Mar 04, 2020
Chandan Singh, Wooseok Ha, Francois Lanusse, Vanessa Boehm, Jia Liu, Bin Yu

* Accepted to ICLR 2020 Workshop on Fundamental Science in the era of AI 

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Interpretations are useful: penalizing explanations to align neural networks with prior knowledge


Oct 01, 2019
Laura Rieger, Chandan Singh, W. James Murdoch, Bin Yu


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Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees


May 18, 2019
Summer Devlin, Chandan Singh, W. James Murdoch, Bin Yu

* Under review 

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Interpretable machine learning: definitions, methods, and applications


Jan 14, 2019
W. James Murdoch, Chandan Singh, Karl Kumbier, Reza Abbasi-Asl, Bin Yu

* 11 pages 

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Hierarchical interpretations for neural network predictions


Jun 14, 2018
Chandan Singh, W. James Murdoch, Bin Yu

* main text: 8 pages, references: 2 pages, supplement: 13 pages 

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A Deep Structured Learning Approach Towards Automating Connectome Reconstruction from 3D Electron Micrographs


Sep 24, 2017
Jan Funke, Fabian David Tschopp, William Grisaitis, Arlo Sheridan, Chandan Singh, Stephan Saalfeld, Srinivas C. Turaga


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A Constrained, Weighted-L1 Minimization Approach for Joint Discovery of Heterogeneous Neural Connectivity Graphs


Sep 21, 2017
Chandan Singh, Beilun Wang, Yanjun Qi

* 8 pages 

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A Fast Decision Technique for Hierarchical Hough Transform for Line Detection


Jul 04, 2010
Chandan Singh, Nitin Bhatia

* 7 pages, published at IEEE conference on Signal and Image Processing - 2006 

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