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2009.03.14

大規模データを基にした自然言語処理

人工知能基本問題研究会 (SIG-FPAI)でタイトルの題目で一時間ほど話してきました。

発表資料 [pptx] [pdf]

話した内容は
- 自然言語処理における特徴ベクトルの作り方と、性質
- オンライン学習, Perceptron, Passive Agressive (PA), Confidence Weighted Learning (CW) 確率的勾配降下法 (SGD)
- L1正則化, FOLOS
- 索引を用いた効率化, 全ての部分文字列を利用した文書分類

で、スライドで70枚ぐらい。今までの発表とかぶっていないのはPA CW SGD FOLOSあたりでしょうか

オンライン学習、L1正則化の話がメインになっていて、その両方の最終形の
確率的勾配降下法 + FOLOSの組み合わせは任意の損失関数に対してL1/L2正則化をかけながらオンライン学習をとても簡単にできるという一昔前では考えられない感じになってます。
昔なんで収束しないんだとがりがり巨大なGISとかL-BFGSとかの最適化ルーチンをかいてたのがつい最近だったのに。。進歩が早いですね

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