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Minimum Gamma-Divergence for Regression and Classification Problems by Shinto Eguchi

Minimum Gamma-Divergence for Regression and Classification Problems

by Shinto Eguchi
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Book cover type: Paperback
  • ISBN13: 9789819788798
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 118
  • Original Price: EUR 44.99
  • Language: English
  • Edition: 2024
  • Item Weight: 191 grams
  • BISAC Subject(s): Probability & Statistics / Regression Analysis

In particular, the authors call the geometric-mean (GM) divergence the gamma-divergence when ? is equal to -1.The book begins by providing an overview of the gamma-divergence and its properties.

Shinto Eguchi received his master degree from Osaka University in 1979 and a Ph.D. from Hiroshima University, Japan, in 1984. His working career started as Assistant Professor of Hiroshima University, 1984, Associate Professor of Shinamne University, 1986, and Professor of The Institute of Statistical Mathematics, 1995-2020. He is currently Emeritus Professor at the Institute of Statistical Mathematics and Graduate University of Advanced Studies. His research interest is primarily statistics, including statistical machine learning, bioinformatics, information geometry, statistical ecology and parametric/semiparametric inference and robust statistics.

His recent publication:

-A generalized quasi-linear mixed-effects model, Y Saigusa, S Eguchi, O Komori, Statistical Methods in Medical Research, 31 (7), 1280-1291, 2022.

-Robust self-tuning semiparametric PCA for contaminated elliptical distribution, H Hung, SY Huang, S Eguchi, IEEE Transactions on Signal Processing 70, 5885-5897, 2022.

-Minimum information divergence of Q-functions for dynamic treatment resumes. S Eguchi, Information Geometry, 1-21, 2022.

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