118 citations · 689 across the 53 of their papers we have counts for
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math.ST2015★ 52 cited
MCMC-Based Inference in the Era of Big Data: A Fundamental Analysis of the Convergence Complexity of High-Dimensional Chains
Bala Rajaratnam, Doug Sparks
Markov chain Monte Carlo (MCMC) lies at the core of modern Bayesian methodology, much of which would be impossible without it. Thus, the convergence properties of MCMCs have receiv…
math.ST2015
Foundational principles for large scale inference: Illustrations through correlation mining
Alfred O. Hero, Bala Rajaratnam
When can reliable inference be drawn in the "Big Data" context? This paper presents a framework for answering this fundamental question in the context of correlation mining, with i…