Private Topic Modeling

Perplexity–a measure of the difficulty of speech recognition tasks

Fred Jelinek, Robert L Mercer, Lalit R Bahl, and James K Baker · 1977

Earlier work this paper cites.

Variational Algorithms for Approximate Bayesian Inference

M. J. Beal · 2003

Earlier work this paper cites.

Latent Dirichlet allocation

David M. Blei, Andrew Y. Ng, and Michael I. Jordan · 2003

Earlier work this paper cites.

Calibrating noise to sensitivity in private data analysis

Cynthia Dwork, Frank McSherry, Kobbi Nissim, and Adam Smith · 2006

Earlier work this paper cites.

Boosting and differential privacy

Cynthia Dwork, Guy N Rothblum, and Salil Vadhan · 2010

Earlier work this paper cites.

Online learning for latent Dirichlet allocation

Original

Matthew Hoffman, Francis R. Bach, and David M. Blei · 2010

Cited alongside, same era.

The algorithmic foundations of differential privacy

Cynthia Dwork and Aaron Roth · 2014

Cited alongside, same era.

Robust and private Bayesian inference

Christos Dimitrakakis, Blaine Nelson, Aikaterini Mitrokotsa, and Benjamin I.P. Rubinstein · 2014

Cited alongside, same era.

On the differential privacy of Bayesian inference

Zuhe Zhang, Benjamin Rubinstein, and Christos Dimitrakakis · 2016

Cited alongside, same era.

On the theory and practice of privacy-preserving Bayesian data analysis

James R. Foulds, Joseph Geumlek, Max Welling, and Kamalika Chaudhuri · 2016

Cited alongside, same era.

Differentially private Bayesian programming

Gilles Barthe, Gian Pietro Farina, Marco Gaboardi, Emilio Jesús Gallego Arias, Andy Gordon, Justin Hsu, and Pierre-Yves Strub · 2016

Closest in time.

Deep learning with differential privacy

M. Abadi, A. Chu, I. Goodfellow, H. Brendan McMahan, I. Mironov, K. Talwar, and L. Zhang · 2016

Closest in time.

Concentrated differential privacy: Simplifications, extensions, and lower bounds

Mark Bun and Thomas Steinke · 2016

Closest in time.

DP-EM: Differentially private expectation maximization

Mijung Park, James R. Foulds, Kamalika Chaudhuri, and Max Welling · 2017

Closest in time.