Synopsis
This book introduces theories, methods and applications of density ratio estimation, a newly emerging paradigm in the machine learning community.
"synopsis" may belong to another edition of this title.
About the Authors
Masashi Sugiyama is an Associate Professor in the Department of Computer Science at the Tokyo Institute of Technology.
Taiji Suzuki is an Assistant Professor in the Department of Mathematical Informatics at the University of Tokyo, Japan.
Takafumi Kanamori is an Associate Professor in the Department of Computer Science and Mathematical Informatics at Nagoya University, Japan.
"About this title" may belong to another edition of this title.
Other Popular Editions of the Same Title
Search results for Density Ratio Estimation in Machine Learning
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Softcover
Seller: Lucky's Textbooks, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # ABLIING23Mar2317530283952
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
Used
Softcover
Seller: World of Books (was SecondSale), Montgomery, IL, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Item in good condition. Textbooks may not include supplemental items i.e. CDs, access codes etc. Seller Inventory # 00090312129
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press CUP, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Softcover
Seller: Books Puddle, New York, NY, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 26376285325
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Softcover
Seller: California Books, Miami, FL, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # I-9781108461733
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Softcover
Seller: Majestic Books, Hounslow, United Kingdom
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 370808658
Stock Image
Density Ratio Estimation in Machine Learning (Paperback)
Published by
Cambridge University Press, Cambridge, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Paperback
Seller: Grand Eagle Retail, Bensenville, IL, U.S.A.
Seller rating 5 out of 5 stars
Paperback. Condition: new. Paperback. Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as non-stationarity adaptation, outlier detection, dimensionality reduction, independent component analysis, clustering, classification and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting and density ratio fitting, as well as describing how these can be applied to machine learning. The book provides mathematical theories for density ratio estimation including parametric and non-parametric convergence analysis and numerical stability analysis to complete the first and definitive treatment of the entire framework of density ratio estimation in machine learning. Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. The book introduces theories, methods and applications of density ratio estimation. This is the first and definitive treatment of the entire framework of density ratio estimation. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781108461733
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Paperback
Seller: Revaluation Books, Exeter, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: Brand New. 1st reprint edition. 341 pages. 9.25x5.98x1.06 inches. In Stock. This item is printed on demand. Seller Inventory # __1108461735
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, GB, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Paperback
Seller: Rarewaves.com USA, London, LONDO, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: New. Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as non-stationarity adaptation, outlier detection, dimensionality reduction, independent component analysis, clustering, classification and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting and density ratio fitting, as well as describing how these can be applied to machine learning. The book provides mathematical theories for density ratio estimation including parametric and non-parametric convergence analysis and numerical stability analysis to complete the first and definitive treatment of the entire framework of density ratio estimation in machine learning. Seller Inventory # LU-9781108461733
Buy New
£ 57.19
Shipping:
FREE
From United Kingdom to U.S.A.
Quantity: Over 20 available
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press 2018-03-31, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Paperback
Seller: Chiron Media, Wallingford, United Kingdom
Seller rating 4 out of 5 stars
Paperback. Condition: New. Seller Inventory # 6666-IUK-9781108461733
Buy New
£ 42.59
Shipping:
£ 15.49
From United Kingdom to U.S.A.
Quantity: Over 20 available
Stock Image
Density Ratio Estimation in Machine Learning
Published by
Cambridge University Press, 2018
ISBN 10: 1108461735
ISBN 13: 9781108461733
New
Softcover
Seller: Biblios, Frankfurt am main, HESSE, Germany
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 18376285319