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金森敬文研究室
Showing the original Japanese · View translation
機械学習や統計学を、数理の立場からとらえ直す研究室。
AboutAbout the lab
機械学習・統計学から「情報」の本質を探る。
金森研究室は、
データに
数理の
情報幾何や、
Key terms
- 機械学習
- たくさんの
データからきまりを 見つけ出し、 新しい データへの 予測や 判別に 使う 技術 - 数理統計学
- ばら
つきの ある データから、 確率の 理論を もとに 性質を 読み取る 数学の 分野 - 情報幾何
- 確率分布の
集まりを 図形と して 捉え、 幾何の 言葉で 統計や 学習の しくみを 調べる 考え方
ResearchResearch themes
機械学習と
*Illustrative image正解ラベルが少なくても学ぶ
機械学習では、
*Illustrative image外れ値に強い統計的推定
データに
*Illustrative imageAIの予測の確かさを知る
AIの
MembersFaculty
- Professor金森 敬文Publications ↗
VoicesStudent voices
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Report an errorAbout the images
The top and research theme images are illustrative and were not taken at the lab. They are cropped from Wikimedia Commons images. Cropped CC BY-SA images are provided under the same CC BY-SA license as the original (version shown on each line).
- Top image: “T-SNE Embedding of MNIST” Kyle McDonald / CC BY 2.0 (cropped)
- 正解ラベルが
少なくても 学ぶ: “A trainer instructing a data annotator on how to label images by Nacho Kamenov & Humans in the Loop” Nacho Kamenov and Humans in the Loop / CC BY 4.0 (cropped) - 外れ値に
強い 統計的推定: “Scatter plot showing positive correlation with outliers” Monika Wahi / CC BY-SA 4.0 (cropped) - AIの
予測の 確かさを 知る : “Gaussianprocess gapUncertainty” Physikinger / CC0 (cropped) - Related lab (高邉賢史研究室): “Ising-tartan” Linas / CC BY-SA 3.0 (cropped)
- Related lab (七島幹人研究室): “Turing Machine Model Davey 2012” Rocky Acosta / CC BY 3.0 (cropped)
- Related lab (坂本龍一研究室): “Racks Amravati Data Center” PiDatacenters / CC BY-SA 4.0 (cropped)
- Related lab (高橋仁研究室): “Heat” Nicoguaro. Based on File:Heat eqn.gif by en:User:Oleg Alexandrov / CC BY 4.0 (cropped)
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