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cs.LG2018
A Polynomial Time MCMC Method for Sampling from Continuous DPPs
Shayan Oveis Gharan, Alireza Rezaei
We study the Gibbs sampling algorithm for continuous determinantal point processes. We show that, given a warm start, the Gibbs sampler generates a random sample from a continuous…
cs.LG2016
Monte Carlo Markov Chain Algorithms for Sampling Strongly Rayleigh Distributions and Determinantal Point Processes
Nima Anari, Shayan Oveis Gharan, Alireza Rezaei
Strongly Rayleigh distributions are natural generalizations of product and determinantal probability distributions and satisfy strongest form of negative dependence properties. We…