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Explaining Deep Tractable Probabilistic Models: The sum-product network case

Oct 19, 2021
Athresh Karanam, Saurabh Mathur, Predrag Radivojac, Kristian Kersting, Sriraam Natarajan

* Main paper: 8 pages, references: 1 page. Main paper: 4 figures 

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A new class of metrics for learning on real-valued and structured data

Apr 23, 2018
Ruiyu Yang, Yuxiang Jiang, Scott Mathews, Elizabeth A. Housworth, Matthew W. Hahn, Predrag Radivojac

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Classification in biological networks with hypergraphlet kernels

Mar 14, 2017
Jose Lugo-Martinez, Predrag Radivojac

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Recovering True Classifier Performance in Positive-Unlabeled Learning

Feb 02, 2017
Shantanu Jain, Martha White, Predrag Radivojac

* Full paper with supplement 

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Estimating the class prior and posterior from noisy positives and unlabeled data

Jan 31, 2017
Shantanu Jain, Martha White, Predrag Radivojac

* Fixed a typo in the MSGMM update equations in the appendix. Other minor changes 

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Ultra High-Dimensional Nonlinear Feature Selection for Big Biological Data

Aug 14, 2016
Makoto Yamada, Jiliang Tang, Jose Lugo-Martinez, Ermin Hodzic, Raunak Shrestha, Avishek Saha, Hua Ouyang, Dawei Yin, Hiroshi Mamitsuka, Cenk Sahinalp, Predrag Radivojac, Filippo Menczer, Yi Chang

* Substantially improved version of arXiv:1411.2331 

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Nonparametric semi-supervised learning of class proportions

Jan 08, 2016
Shantanu Jain, Martha White, Michael W. Trosset, Predrag Radivojac

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Uncovering protein interaction in abstracts and text using a novel linear model and word proximity networks

Dec 04, 2008
Alaa Abi-Haidar, Jasleen Kaur, Ana G. Maguitman, Predrag Radivojac, Andreas Retchsteiner, Karin Verspoor, Zhiping Wang, Luis M. Rocha

* Genome Biology 2008, 9(Suppl 2):S11 

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