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Statistical Guarantees for Transformation Based Models with Applications to Implicit Variational Inference

Nov 04, 2020
Sean Plummer, Shuang Zhou, Anirban Bhattacharya, David Dunson, Debdeep Pati

* First two authors contributed equally to this work. arXiv admin note: text overlap with arXiv:1701.07572 

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Statistical optimality and stability of tangent transform algorithms in logit models

Oct 25, 2020
Indrajit Ghosh, Anirban Bhattacharya, Debdeep Pati

* 46 pages 

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Statistical Guarantees and Algorithmic Convergence Issues of Variational Boosting

Oct 22, 2020
Biraj Subhra Guha, Anirban Bhattacharya, Debdeep Pati


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Bandit Learning Through Biased Maximum Likelihood Estimation

Jul 23, 2019
Xi Liu, Ping-Chun Hsieh, Anirban Bhattacharya, P. R. Kumar

* 23 pages, 5 figures 

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Heteroscedastic Bandits with Reneging

Oct 31, 2018
Ping-Chun Hsieh, Xi Liu, Anirban Bhattacharya, P. R. Kumar


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$α$-Variational Inference with Statistical Guarantees

Feb 07, 2018
Yun Yang, Debdeep Pati, Anirban Bhattacharya


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On Statistical Optimality of Variational Bayes

Dec 25, 2017
Debdeep Pati, Anirban Bhattacharya, Yun Yang

* Accepted at AISTATS 2018 

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Frequentist coverage and sup-norm convergence rate in Gaussian process regression

Aug 16, 2017
Yun Yang, Anirban Bhattacharya, Debdeep Pati


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