MM Optimization Algorithms
Language: English
Published by Society for Industrial and Applied Mathematics, 2016
- Hardcover
- Used
Seller: World of Books Inc, Montgomery, IL, U.S.A.World of Books Inc
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Presents the first extended treatment of MM algorithms, which are ideal for high-dimensional optimization problems in data mining, imaging, and genomics. The author derives numerous algorithms from a broad diversity of application areas, with a particular emphasis on statistics, biology, and data mining.
Seller Inventory # CIN1611974399VG
- Title
- MM Optimization Algorithms
- Author
- Kenneth Lange
- Publisher
- Society for Industrial and Applied Mathematics
- Publication year
- 2016
- Condition
- Very Good
- Binding
- Hardback
- Language
- English
- ISBN 10
- 1611974399
- ISBN 13
- 9781611974393
The author presents the first extended treatment of MM algorithms, which are ideal for high-dimensional optimization problems in data mining, imaging, and genomics; derives numerous algorithms from a broad diversity of application areas, with a particular emphasis on statistics, biology, and data mining; and summarizes a large amount of literature that has not reached book form before.
Audience: This book is intended for those interested in high-dimensional optimization. Background material on convexity and semidifferentiable functions is derived in a setting congenial to graduate students.
Contents: Chapter 1: Beginning Examples; Chapter 2: Convexity and Inequalities; Chapter 3: Nonsmooth Analysis; Chapter 4: Majorization and Minorization; Chapter 5: Proximal Algorithms; Chapter 6: Regression and Multivariate Analysis; Chapter 7: Convergence and Acceleration; Appendix A: Mathematical Background.
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World of Books Inc
Montgomery, IL, U.S.A.
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