Geometry-Aware Learning Algorithms for Histogram Data Using Adaptive Metric Embeddings and Kernel Functions

• Material Type: 博士論文
• Title: Geometry-Aware Learning Algorithms for Histogram Data Using Adaptive Metric Embeddings and Kernel Functions
• Author/Editor: Le, Thanh Tam
• Author Heading: Le, Thanh Tam
• Publication, Distribution, etc.: 京都大学 (Kyoto University)
• Publication Date: 2016-01-25
• Publication Date (W3CDTF): 2016-01-25
• Alternative Title: 距離の適応埋込みとカーネル関数を用いたヒストグラムデータからの幾何認識学習アルゴリズム
• Contributor: 山本, 章博; 黒橋, 禎夫; 鹿島, 久嗣; Cuturi, Marco
• Degree grantor/type: 京都大学
• Date Granted: 2016-01-25
• Date Granted (W3CDTF): 2016-01-25
• Dissertation Number: 甲第19417号
• Degree Type: 博士(情報学); Doctor of Informatics
• Conferring No. (Dissertation): 甲第19417号
• Text Language Code: eng
• Alias of Author: レイ, タン タム
• Subject Heading: Metric learning; Kernel method; Histogram; Aitchison geometry; the probability simplex; Bag of features; Riemannian manifold
• NDC: 007
• Target Audience: 一般
• Note (General): 元資料の権利情報 : The content of Chapter 2 was published in Journal of Machine Learning Workshop and Conference Proceedings Vol. 29: Asian Conference on Machine Learning (ACML), pp. 293-308, 2013 and Machine Learning Journal (MLJ), pp. 169-187, 2014. Springer and the Machine Learning Journal, volume 99, 2015, pp. 169-187, Adaptive Euclidean Maps for Histograms: Generalized Aitchison Embeddings, Tam Le and Marco Cuturi, original copyright notice is given to the publication in which the material was originally published, by adding; with kind permission from Springer Science and Business Media. The content of Chapter 3 was published in Journal of Machine Learning Research Workshop and Conference Proceedings Vol. 37: Proceedings of the 32nd International Conference on Machine Learning (ICML), pp. 2002-2011, 2015. The content of Chapter 4 was published in Journal of the Institute of Image Electronics Engineers of Japan (IIEEJ), Vol. 42, No. 2, pp. 214-221, 2013.
• DOI: 10.14989/doctor.k19417; https://doi.org/10.14989/doctor.k19417
• Persistent ID (NDL): info:ndljp/pid/9902149; https://dl.ndl.go.jp/pid/9902149
• Collection: 障害者向け資料
• Collection (Materials For Handicapped People:1): テキストデータ
• Collection (particular): 国立国会図書館デジタルコレクション > デジタル化資料 > 博士論文; https://dl.ndl.go.jp/collections/A00014
• Acquisition Basis: 博士論文（自動収集）
• Date Accepted (W3CDTF): 2016-03-01T12:53:35+09:00
• Format (IMT): application/pdf
• Access Restrictions: 国立国会図書館内限定公開
• Service for the Digitized Contents Transmission Service: 図書館・個人送信対象外
• Availability of remote photoduplication service: 可
• Periodical Title (URI): http://dx.doi.org/10.14989/doctor.k19417; http://hdl.handle.net/2433/204594
• Data Provider (Database): 国立国会図書館 : 国立国会図書館デジタルコレクション; https://dl.ndl.go.jp