20100615-IBISML-makino

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実験 (2) x x x x x x x x x x x x x x x x x x x x x x Alice’s Adventure in Wonderland のテキストを利 x x x x x x x x x x x x x x x x x x x x 用した x 実験 x (Makino+, x in submission) x x x x x 2 階層状態 HMM を利用 x x x x x x x x 28,120 語 (End-Of-Sentence 含む) x x 2 回以下しか登場しない単語は UNK に置換異なり単語数 1,078 語 x x x x x x Conditional Simultaneous x Draws Sampler x (Makino+, x x 2009) によりサンプリング 19,000 回目の sweep の後では、34 個のクラスタ中に 774 個の状態があった x x x x x x x x x x x x x x x x x x x 100 x x x x x
x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x x 結果 (2) 101
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Introduction: ベイジアンとは
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Introduction: 機械学習と
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Talk Outline x x x x x x x x x x x
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HMMの行列表現 x x x x x x
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多項分布 (multinomial distri
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Dirichlet 分布 (2) x x x x x x x
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HMMのベイズ推定 x x x x x x
Page 49 and 50: 隠れ変数があるモデル
Page 51 and 52: 変分ベイズ法 x x x x x x x
Page 53 and 54: マルコフ連鎖モンテカ
Page 55 and 56: Talk Outline x x x x x x x x x x x
Page 57 and 58: Dirichlet Process x x x x x x x x x
Page 59 and 60: a i am he ab are and zz aaa the you
Page 61 and 62: Stick-breaking construction x x x x
Page 63 and 64: Stick-breaking construction x x x x
Page 65 and 66: Chinese Restaurant Process x x x x
Page 67 and 68: Chinese Restaurant Process x x x x
Page 69 and 70: Dirichlet Process の応用 x x x
Page 71 and 72: Dirichlet Process の応用 x x x
Page 73 and 74: そのほかの主なノンパ
Page 75 and 76: Nonparametric Bayesian HMM (1) x x
Page 77 and 78: Nonparametric Bayesian HMM (3) x x
Page 79 and 80: Infinite Hidden Markov Models x x x
Page 81 and 82: State Sequence Produced by iHMMs x
Page 83 and 84: Hierarchical Dirichlet Process の
Page 85 and 86: iHMM の状態の階層クラ
Page 87 and 88: iHMM with Dirichlet Process Mixture
Page 89 and 90: 2 階層 HN-iHMM x x x x x x x x x
Page 91 and 92: 2 階層 HN-iHMMの構成 (2) x
Page 93 and 94: 2 階層以上のHN-iHMM x x x
Page 95 and 96: 実験 (1) x x x x x x x x x x x x
Page 97 and 98: 頻度結果 (2) x x x x x x x x
Page 99: 実験 1の考察 x x x x x x x
Page 103 and 104: x x x x x x x x x x x x x x x x x x
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20100615-IBISML-makino

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