Aditya K. Menon, Ph.D.

Affiliations: 
2013 Computer Science and Engineering University of California, San Diego, La Jolla, CA 
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Charles Elkan grad student 2013 UCSD
 (Latent feature models for dyadic prediction.)
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Publications

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Menon AK. (2018) The risk of trivial solutions in bipartite top ranking Machine Learning. 108: 627-658
Menon AK, van Rooyen B, Natarajan N. (2018) Learning from binary labels with instance-dependent noise Machine Learning. 107: 1561-1595
Menon AK, Cai C, Wang W, et al. (2015) Fine-grained OD estimation with automated zoning and sparsity regularisation Transportation Research Part B: Methodological. 80: 150-172
Menon AK, Jiang X, Kim J, et al. (2014) Detecting Inappropriate Access to Electronic Health Records Using Collaborative Filtering. Machine Learning. 95: 87-101
Kumar A, Vembu S, Menon AK, et al. (2013) Beam search algorithms for multilabel learning Machine Learning. 92: 65-89
Menon AK, Jiang XJ, Vembu S, et al. (2012) Predicting accurate probabilities with a ranking loss. Machine Learning : Proceedings of the International Conference. International Conference On Machine Learning. 2012: 703-710
Jiang X, Menon A, Wang S, et al. (2012) Doubly Optimized Calibrated Support Vector Machine (DOC-SVM): an algorithm for joint optimization of discrimination and calibration. Plos One. 7: e48823
Kumar A, Vembu S, Menon AK, et al. (2012) Learning and inference in probabilistic classifier chains with beam search Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 7523: 665-680
Menon AK, Jiang X, Vembu S, et al. (2012) Predicting accurate probabilities with a ranking loss Proceedings of the 29th International Conference On Machine Learning, Icml 2012. 1: 703-710
Menon AK, Elkan C. (2011) Fast algorithms for approximating the singular value decomposition Acm Transactions On Knowledge Discovery From Data. 5
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