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2008.05.27

いろんな学会

ICML/UAI/COLTのaccepted paperが出揃い、ざーっと面白そうなのを片っ端から読んでみました。
ICMLの読んでみた、読んでみたいリスト
そのうちピックアップします。
ICMLは強化学習系が多くなっているなぁという気もしたのですがそうでもないかな。

ついでに、私が興味を持ってみている機械学習の学会(と一個ジャーナル)紹介を。これも境界領域なので他の学会で面白い話が発表されたりすることも多いです。

機械学習系

JMLR
Journal of Machine Learning Research
機械学習の一番メジャーなジャーナルで出るスピードも速い(その年に学会発表されたものがその年のうちに出てくることも珍しくない)。全部web上からタダで論文を落とせる。よいですね

ICML
International Conference on Machine Learning
機械学習の一番メジャーな会議。機械学習と名の付くあらゆる分野が出ている。後述する学会に比べるとやや実用的な話が多いか。

NIPS
Neural Information Processing Systems
ICMLと双璧をなす学会。ベイズ的な話とかが特に多い。Neuralの名の通り脳・神経系の話もある。

COLT
Conference on Learning Theory
機械学習の理論的な解析の話がいろいろ。すごいときは論文の半分が数式で埋まっている場合も。

UAI
Conference on Uncertainty in Artificial Intelligence
ICMLとCOLTの中間ぐらいの実用・理論的なのが多いと理解してるけどいいのかな。特徴を知らない

ECML/PKDD
European Conference on Machine Learning/Practice of Knowledge Discovery in Databases
ICMLとKDDののヨーロッパ版と理解しているが良いのかな。ワークショップが面白いのが多い。

IJCAI
International Joint Conference on Artificial Intelligence
隔年開催のAI系のトップ。これも幅広くロボット系(エージェント系)、テキストなどなど何でもあり

機械学習系の学会は気前がとても良く、論文はタダでダウンロードできるのはもちろん(JMLRが特にすごい)、学会発表でのビデオチュートリアルとかもタダで手に入ります。ありがたや。

その他のチェックしている学会を以下に並べます。パワーぎれで一言だけ。一言では失礼なくらい、それぞれの分野のトップカンファレンスです
SODA (ワークショップのALENEX, ANALCO), 離散アルゴリズム、グラフ
FOCS,計算理論
CPM,文字列アルゴリズム
STOC, 計算理論
ISSAC, アルゴリズム全般
DCC, データ圧縮
SPIRE, 情報検索、圧縮
KDD,  データマイニング
ICDM, データマイニング
SIGIR, 情報検索
SIGMOD/PODS, データベース
VLDB 大規模データベース


今日の飲み会でも話したのですが、インターネットのおかげで誰でも海外の図書館に論文を調べにいかなくても、どこでもタイトルをググれば論文をゲットできて、チュートリアルビデオもタダで見れちゃういい時代になりました。

が、重要そうな学会を挙げただけでも上ぐらいの量になるくらいで、個人では処理できないくらい情報が多いです。なので、その道の専門家に聞く重要性が更に高まっていて、ますます人とのつながりが重要になっている気がします。

研究室や会社の垣根を越えて、個人レベルでつながった研究グループや共同研究が多いように思えるのも、こうした背景があるからかなぁと。みんなで一つの分野に注力して、その分野ならこの研究室に聞けというぐらいに強くなるのも一つですね。

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