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A Farewell to Arms: Sequential Reward Maximization on a Budget with a Giving Up Option


Mar 06, 2020
P Sharoff, Nishant A. Mehta, Ravi Ganti

* 16 pages, AISTATS 2020 

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Thompson Sampling for Dynamic Pricing


Feb 08, 2018
Ravi Ganti, Matyas Sustik, Quoc Tran, Brian Seaman


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On Learning High Dimensional Structured Single Index Models


Nov 29, 2016
Nikhil Rao, Ravi Ganti, Laura Balzano, Rebecca Willett, Robert Nowak

* 7 pages, 3 tables, 1 Figure, substantial text overlap with arXiv:1506.08910; Accepted for publication at AAAI 2017; added new experimental results comparing our method to a single layer neural network 

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Active Algorithms For Preference Learning Problems with Multiple Populations


Jun 22, 2016
Aniruddha Bhargava, Ravi Ganti, Robert Nowak

* 19 pages, 7 figures 

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Matrix Completion Under Monotonic Single Index Models


Dec 29, 2015
Ravi Ganti, Laura Balzano, Rebecca Willett

* 21 pages, 5 figures, 1 table. Accepted for publication at NIPS 2015 

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Learning Single Index Models in High Dimensions


Jun 30, 2015
Ravi Ganti, Nikhil Rao, Rebecca M. Willett, Robert Nowak

* 16 pages, 2 figures, 1 table 

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Active Model Aggregation via Stochastic Mirror Descent


Mar 28, 2015
Ravi Ganti

* 12 pages, 20 figures, 3 tables 

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Sparse Linear Regression With Missing Data


Mar 28, 2015
Ravi Ganti, Rebecca M. Willett

* 14 pages, 7 figures 

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Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens


Sep 26, 2013
Ravi Ganti, Alexander G. Gray

* Appears in Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI2013) 

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Local Support Vector Machines:Formulation and Analysis


Sep 14, 2013
Ravi Ganti, Alexander Gray

* 12 pages, 1 figure 

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UPAL: Unbiased Pool Based Active Learning


Nov 13, 2011
Ravi Ganti, Alexander Gray

* 20 pages, 4 figures, 2 tables, a few minor typos were corrected 

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