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

京都大学 / 0048 / 新制・課程博士 / 博士(情報学) / 甲第19417号 / 情博第596号 / 新制||情||104(附属図書館) / 32442 / 京都大学大学院情報学研究科知能情報学専攻 / (主査)教授 山本 章博, 教授 黒橋 禎夫, 教授 鹿島 久嗣, 准教授 Cuturi Marco / 学位規則第4条第1項該当 / Doctor of Informatics / Kyoto University / DFAM

Identiferoai:union.ndltd.org:kyoto-u.ac.jp/oai:repository.kulib.kyoto-u.ac.jp:2433/204594
Date25 January 2016
CreatorsLe, Thanh Tam
Contributors山本, 章博, 黒橋, 禎夫, 鹿島, 久嗣, Cuturi, Marco, レイ, タン タム
Publisher京都大学 (Kyoto University)
Source SetsKyoto University
LanguageEnglish
Detected LanguageEnglish
Typedoctoral thesis, Thesis or Dissertation
Formatapplication/pdf
RightsThe 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.

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