Perturbations, Optimization, and Statistics (Neural Information Processing series) - Softcover
- PublisherMIT Press
- Publication date2023
- ISBN 10 0262549948
- ISBN 13 9780262549943
- BindingPaperback
- Number of pages412
- EditorHazan Tamir, Papandreou George, Tarlow Daniel
Buy New
Learn more about this copy
US$ 79.88
Shipping:
US$ 2.64
Within U.S.A.
Top Search Results from the AbeBooks Marketplace
Seller Image
Perturbations, Optimization, and Statistics
Seller:
Rating
Book Description Condition: New. Seller Inventory # 46661374-n
Buy New
US$ 79.88
Convert currency
Seller Image
Perturbations, Optimization, and Statistics (Neural Information Processing series) [Paperback ]
Print on Demand
Seller:
Rating
Book Description Soft Cover. Condition: new. This item is printed on demand. Seller Inventory # 9780262549943
Buy New
US$ 82.53
Convert currency
Stock Image
Perturbations, Optimization, and Statistics (Neural Information Processing series)
Published by
MIT Press
(2023)
ISBN 10: 0262549948
ISBN 13: 9780262549943
New
Softcover
Quantity: > 20
Seller:
Rating
Book Description Condition: New. Seller Inventory # I-9780262549943
Buy New
US$ 84.00
Convert currency
Stock Image
Perturbations, Optimization, and Statistics
Published by
Penguin Random House LLC
(2023)
ISBN 10: 0262549948
ISBN 13: 9780262549943
New
PAP
Quantity: > 20
Seller:
Rating
Book Description PAP. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9780262549943
Buy New
US$ 92.73
Convert currency
Stock Image
Perturbations, Optimization, and Statistics (Neural Information Processing series)
Seller:
Rating
Book Description Condition: New. Buy with confidence! Book is in new, never-used condition. Seller Inventory # bk0262549948xvz189zvxnew
Buy New
US$ 94.27
Convert currency
Stock Image
Perturbations, Optimization, and Statistics (Neural Information Processing series)
Seller:
Rating
Book Description Condition: New. Seller Inventory # 26398983993
Buy New
US$ 90.31
Convert currency
Stock Image
Perturbations, Optimization, and Statistics (Paperback)
Published by
MIT Press Ltd
(2023)
ISBN 10: 0262549948
ISBN 13: 9780262549943
New
Paperback
Quantity: 1
Seller:
Rating
Book Description Paperback. Condition: new. Paperback. In nearly all machine learning, decisions must be made given current knowledge. Surprisingly, making what is believed to be the best decision is not always the best strategy, even when learning in a supervised learning setting. An emerging body of work on learning under different rules applies perturbations to decision and learning procedures. These methods provide simple and highly efficient learning rules with improved theoretical guarantees. This book describes perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees, offering readers a state-of-the-art overview.Chapters address recent modeling ideas that have arisen within the perturbations framework, including Perturb & MAP, herding, and the use of neural networks to map generic noise to distribution over highly structured data. They describe new learning procedures for perturbation models, including an improved EM algorithm and a learning algorithm that aims to match moments of model samples to moments of data. They discuss understanding the relation of perturbation models to their traditional counterparts, with one chapter showing that the perturbations viewpoint can lead to new algorithms in the traditional setting. And they consider perturbation-based regularization in neural networks, offering a more complete understanding of dropout and studying perturbations in the context of deep neural networks.A description of perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees.In nearly all machine learning, decisions must be made given current knowledge. Surprisingly, making what is believed to be the best decision is not always the best strategy, even when learning in a supervised learning setting. An emerging body of work on learning under different rules applies perturbations to decision and learning procedures. These methods provide simple and highly efficient learning rules with improved theoretical guarantees. This book describes perturbation-based methods developed in machine learning to augment novel optimization methods with strong statistical guarantees, offering readers a state-of-the-art overview.Chapters address recent modeling ideas that have arisen within the perturbations framework, including Perturb & MAP, herding, and the use of neural networks to map generic noise to distribution over highly structured data. They describe new learning procedures for perturbation models, including an improved EM algorithm and a learning algorithm that aims to match moments of model samples to moments of data. They discuss understanding the relation of perturbation models to their traditional counterparts, with one chapter showing that the perturbations viewpoint can lead to new algorithms in the traditional setting. And they consider perturbation-based regularization in neural networks, offering a more complete understanding of dropout and studying perturbations in the context of deep neural networks. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9780262549943
Buy New
US$ 100.40
Convert currency
Stock Image
Perturbations, Optimization, and Statistics
Published by
MIT Press Ltd
(2023)
ISBN 10: 0262549948
ISBN 13: 9780262549943
New
Paperback / softback
Quantity: > 20
Seller:
Rating
Book Description Paperback / softback. Condition: New. This item is printed on demand. New copy - Usually dispatched within 5-9 working days. Seller Inventory # C9780262549943
Buy New
US$ 90.06
Convert currency
Seller Image
Perturbations, Optimization, and Statistics
Seller:
Rating
Book Description Condition: New. Seller Inventory # 46661374-n
Buy New
US$ 88.92
Convert currency
Stock Image
Perturbations, Optimization, and Statistics
Published by
Penguin Random House LLC
(2023)
ISBN 10: 0262549948
ISBN 13: 9780262549943
New
PAP
Quantity: > 20
Seller:
Rating
Book Description PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9780262549943
Buy New
US$ 88.93
Convert currency