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We consider a basic problem in unsupervised learning: learning an unknown \emph{Poisson Binomial Distribution} over $\{0,1,...,n\}$. A Poisson Binomial Distribution (PBD) is a sum $X = X_1 + ... + X_n...
On approximation of Markov binomial distributions
binomial distribution coupling Markov binomial distribution negative binomialdistribution Stein’s method total variation distance
2010/3/9
For a Markov chain X = {Xi, i = 1, 2, . . . ,n} with the state space {0, 1}, the random variable
S := Pn
i=1Xi is said to follow a Markov binomial distribution. The exact distribution of S,
denoted...