Art

J-GLOBAL ID：201902266064137883   Reference number：19A1175069

[Invited papers] Supervised Nonparametric Multimodal Topic Models for Multi-class Video Classification

[招待論文]マルチクラスビデオ分類のための教師付き非パラメトリックマルチモードトピックモデル

Author (2)： Xue Jianfei (Graduate School of System Informatics, Kobe University) ,  Eguchi Koji (Graduate School of System Informatics, Kobe University)
Material： ITE Transactions on Media Technology and Applications (Web)  (ITE Trans Media Technol Appl (Web))
Volume： 7  Issue： 2  Page： 80-91(J-STAGE)  Publication year： 2019 
JST Material Number： U0407A  ISSN： 2186-7364  Document type： Article
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： statistics (science) ,  *Bayes estimation ,  *non-parametric method ,  content (document resource) ,  *multi-media ,  stochastic process ,  hierarchical structure ,  *stochastic model ,  data analysis ,  *classification ,  sampling (statistics) ,  evaluation ,  *mathematical model
Semi thesaurus term： Bayes model ,  multimedia contents ,  Dirichlet process ,  topic model ,  image classification ,  video content ,  Gibbs sampling ,  quantitative evaluation ,  qualitative evaluation

Author keywords (4)： Bayesian nonparametric models ,  multimedia content classification ,  hierarchical Dirichlet processes ,  topic models

JST classification (2)： Pattern recognition  (JE07000S) ,  System and control theory in general  (IA02010H)

Reference (23)：

• 1) David M Blei and Michael I Jordan. Modeling annotated data. In Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, pages 127-134. ACM, 2003.
• 2) David M Blei, Andrew Y Ng, and Michael I Jordan. Latent Dirichlet allocation. the Journal of machine Learning research, 3:993-1022, 2003.
• 3) Andrew M Dai and Amos J Storkey. The supervised hierarchical Dirichlet process. IEEE transactions on pattern analysis and machine intelligence, 37(2):243-255, 2015.
• 4) Elena Erosheva, Stephen Fienberg, and John Lafferty. Mixed-membership models of scientific publications. Proceedings of the National Academy of Sciences of the United States of America, 101:5220-5227, 2004.
• 5) Kosuke Fukumasu, Koji Eguchi, and Eric P Xing. Symmetric correspondence topic models for multilingual text analysis. In Advances in Neural Information Processing Systems, pages 1286-1294, 2012.

Terms in the title (3)： 論文 ,  分類 ,  教師