The Infinite Markov Model [W24] Oral: Wed 16:20-16:40 Poster: Wed 19:30Daichi Mochihashi NTT Communication Science Laboratories, Japan daichi@cslab.kecl.ntt.co.jp Eliminate the order from Markov Models by integrating it out. Prediction Suffix Tree "she will" sing l i k e "will" "order of" infinite "of" "and" "states of" = Infinite-depth Hierarchical Chinese butter "bread and"Restaurant Process. "united states of" Hierarchical Pitman-Yor version: "the united states of" Bayesian n -gram Language Model america See also: p ( w | h) = p ( w, n | h) = p ( w | h, n) p (n | h) "TIhe Power of Amnesia", N PS 1993. n =0 n =0 w o r d history