On a book page, this tab will allow you to add a book to one of your lists.
Please login or register to use this feature.
9780262035644_cover Enlarge Cover
0 of 5
0 ratings
rated!
rated!
list price: $9.99 USD
edition:Hardcover
category: Computers
published: Dec 2016
ISBN:9780262035644
publisher: The MIT Press

Perturbations, Optimization, and Statistics

contributions by Tamir Hazan; Ambuj Tewari; Daniel Tarlow; Ryan Adams; Yutian Chen; Andreea Gane; Konstantin Makarychev; Percy Liang; William Fithian; Stefan Wager; Ian Goodfellow; David Warde-Farley; Subhransu Maji; Joseph Keshet; Stefano Ermon; Chansoo Lee; George Papandreou; Jacob Abernethy; Chris J. Maddison; Tommi Jaakkola; Max Welling; Richard S. Zemel; Alan L. Yuille & Yury Makarychev

reviews: 0
tagged:
add a tag
Please login or register to use this feature.
intelligence (ai) & semantics, computer science
0 of 5
0 ratings
rated!
rated!
list price: $9.99 USD
edition:Hardcover
category: Computers
published: Dec 2016
ISBN:9780262035644
publisher: The MIT Press
Description

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.

About the Authors
Tamir Hazan is Assistant Professor at Technion, Israel Institute of Technology.
Author profile page >

Tamir Hazan is Assistant Professor at Technion, Israel Institute of Technology.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

Daniel Tarlow is a Researcher at Microsoft Research Cambridge, UK.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

George Papandreou is a Research Scientist for Google, Inc.
Author profile page >

Alan Yuille is Professor in the Department of Statistics, University of California, Los Angeles.
Author profile page >

Alan Yuille is Professor in the Department of Statistics, University of California, Los Angeles.
Author profile page >
Recommended Age, Grade, and Reading Levels
Age:
18 to 100
Grade:
13 to 17

Buy this book at:

Reader Reviews

Sign Up or Sign In to add your review or comment.

Related Blog Posts

Other Titles by Yutian Chen

Other Titles by Ian Goodfellow

Other Titles by Joseph Keshet

Other Titles by George Papandreou

Other Titles by Tommi Jaakkola

Other Titles by Max Welling

Other Titles by Alan L. Yuille

The New Visual Neurosciences

The New Visual Neurosciences

contributions by John S. Werner; Karl Gegenfurtner; Thilo Womelsdorf; Wolfgang Baehr; Andrew Garrett; Michael B. McCamy; Leah Krubitzer; Dean Soccol; Olaf Sporns; Henry Kennedy; Silmara de Lima; James R. Golden; Leslie G. Ungerleider; Ian J. Murray; Christian Quaia; Michael S. Lewicki; Beth Stevens; Michael Landy; David Whitney; Andrew J. Parker; Stephen L. Mills; Mary Elizabeth Hartnett; Botond Roska; Dario L. Ringach; Béla Völgyi; Andrew J. Calder; David F. Cooke; Mark F. Bear; Alapakkam P Sampath; E. J. Chichilnisky; Jonathan Demb; David M. Berson; Joshua R. Sanes; Bryan W. Jones; Michael J. Mustari; Michael Knight; Rajendra S. Apte; Pablo M. Blazquez; Lynne Kiorpes; Daniel Bland; Vishal Vaingankar; Michael F. Land; Sari Andoni; Edward N. Pugh Jr.; Takaaki Kuwajima; Judith A. Hirsch; Stephen C. Massey; Gregg H. Recanzone; Vinod Ranganathan; Marc A. Sommer; Edward M. Callaway; Rüdiger von der Heydt; Nicholas Priebe; Alan L. Yuille; Andrew Tan; Guy A. Orban; Vincent Bonin; Jason E. Coleman; Alessandra Angelucci; Charles J. Duffy; Robert H. Wurtz; Alan Johnston; Heidi Hofer; Lance Optican; Farran Briggs; David R. Williams; Robert Hess; John B. Troy; Frederick A. A. Kingdom; Gunnar Blohm; Angela M. Brown; Sabine Kastner; David H. Brainard; Jason Haberman; Nancy Kanwisher; Gerald Jacobs; Frances Wilkinson; Michael Hawken; R. W. Guillery; Joanna D. Crook; Jayakrishna Ambati; Uwe Homberg; Mandyam Srinivasan; Houbin Zhang; Ikue Nagakura; Aaron M. Hamby; Linda Ruggiero; Geoffrey M. Boynton; Randolf Menzel; David Zee; Peter Westenskow; Wu Li; Mrganka Sur; Gerald Lutty; Mark Humayun; Jeffrey D. Schall; Justin Marshall; Qing Wang; Samer Hattar; Adam Goldring; Jon H. Kaas; Charles Spence; Mandeep Singh; Andrew H. Bell; Enguan Gao; Yuka Sasaki; Carl B. Watt; Timothy D. Sweeny; Saul Thurrowgood; Quanxin Wang; Yanbin V. Wang; Markus Meister; Jeremy N. Kay; Robert E. Marc; J. Douglas Crawford; Colette Dehay; Stephen L. Macknik; Concetta M. Morrone; James Weiland; Xin Wang; Arnold Heynen; David C. Somers; Andrzej Wrobel; Richard H. Kramer; Robert W. Burgess; Joseph S. Takahashi; Dennis M. Dacey; Melvyn Goodale; Neil R. Miller; Udaya K. Jagadisan; Fred Rieke; Barton L. Anderson; Silvia Finnemann; Richard J. D. Moore; Daniel Kersten; Tatiana Pasternak; Charles D. Gilbert; Marie E Burns; Abigail L. D. Tadenev; Susana Martinez-Conde; Rudiger Wehner; Pascal Fries; Andreas Burkhalter; Rithwick Rajagopal; Larry I. Benowitz; David J. Field; Christine A. Curcio; Gillian Rhodes; Pierre M. Daye; Bruno A. Olshausen; Allison M. Rosen; Anthony Hayes; Dennis Levi; Ralph Freeman; Steven H. DeVries; Donald J. Zack; Richard Krauzlis; S. Shushruth; Stewart A. Bloomfield; Jose Manuel Alonso; Daniel C. Kiper; Scott Lauritzen; D. Scott McLeod; Ryan Constantine; Marla B. Feller; Patricia Maness; Jeanne M Frederick; Paul Khayat; Karen L. Cheney; Angel Pastor; Robert E. Maclaren; Takeo Watanabe; Nikolaos Mellios; Martin Friedlander; Alexander Borst; Seiji Ono; Holk Cruse; Marion Betizeau; Johanna H. Meijer; Ken Cheng; Carol A. Mason; Jacqueline Gottlieb; Curtis Brandt; Ehud Kaplan; Leo M. Chalupa; Aasef Shaikh; Basil el Jundi; Mark E. Kleinman; David Burr; Clifton M. Schor; Christopher M. Niell; J. Anthony Movshon; Mark L. Andermann; Jan Jastorff; Conrado Bosman; Daniel D. Dilks; Harvey A. Swadlow; Neeraj J. Gandhi; Friedrich T. Sommer; Elizabeth Johnson; Orin S. Packer; James R. Anderson; Steven L. Buck; Eliana M. Klier; Delwin T. Lindsey; Julio C. Martinez-Trujillo; Michael A. Webster; Randolph Blake; Aude Oliva; Ana Radonjic; Hugh R. Wilson; Robert Shapley; S. Murray Sherman & Devyani Nanduri
edition:Hardcover
More Info
The Cognitive Neurosciences

The Cognitive Neurosciences

contributions by David Poeppel; Charan Ranganath; Sarah-Jayne Blakemore; Michael S. Beauchamp; Daphna Shohamy; Paul J. Whalen; Dylan D. Wagner; John T. Serences; Laura A. Libby; Frederick Gerard Moeller; Aaron Batista; John C. Myers; Sinéad L. Mullally; Sabine Kastner; Danielle S. Bassett; Annabelle M. Belcher; Matthew F. S. Rushworth; Nils Kolling; Fred Rieke; Jay N. Giedd; Bradley B. Doll; Eddy Albarran; Nicole C. Rust; Dietrich Stout; Johannes Burge; Catherine A. Hartley; Tilman J. Kispersky; Kyle A. Meyer; Snigdha Banerjee; Gregg H. Recanzone; Courtney Stevens; Eve Marder; Jason Scott Robert; Marco Catani; Nathaniel E. Anderson; Ian G. Dobbins; Karen Emmorey; Jamal Williams; Thilo Womelsdorf; Jonathan B. Freeman; Patrick Haggard; Tirin Moore; Eveline A. Crone; Karl Deisseroth; Stefan Treue; Jon H. Kaas; Dylan G. Gee; Dean D'Souza; Lorraine K. Tyler; Charnese Bowes; Urs Schüffelgen; Lin Bian; Jörn Diedrichsen; James Rodger Fleming; B. A. Wandell; Leah Krubitzer; Scott A. Huettel; Markus Meister; Michael J. Kahana; Gregory J. Quirk; Alison Preston; Marlene R. Cohen; Marta Kutas; Pascal Fries; Melchi M. Michel; Kevan A.C. Martin; Anthony D. D'Antona; Melina R. Uncapher; Peter Hagoort; Manuel Gomez-Ramirez; Hanah A. Chapman; Alan L. Yuille; Alan M. Gordon; Chantal E. Stern; Kevin S. Weiner; Tyler Cluff; Andreea C. Bostan; Antonello Baldassare; Robert S. Turner; Bruno A. Olshausen; Stefan Leutgeb; Renée Baillargeon; Christof Koch; Beatrice H. Capestany; Lasana T. Harris; Stephanie Sloane; Nicole White; Hal Blumenfeld; Stephen C. Levinson; Eduardo Rosales Jubal; Elizabeth A. Phelps; Uri Maoz; Wei-chun Wang; William D. Marslen-Wilson; David Pitcher; Athena Demertzi; Lyn M. Gaudet Kiehl; Lenny Ramsey; BJ Casey; Daniel Marcus; Timothy R. Koscik; Olga Rass; Eric D. Roth; Ralph-Axel Müller; Jérôme Sackur; Maurizio Corbetta; Anthony D. Wagner; Amy Bastian; Adam K. Anderson; Helen Neville; Steven A. Hillyard; Timothy O'Leary; Steven P. Wise; Katrin Amunts; Anjan Chatterjee; Rainer Goebel; Thomas P. Urbach; Jill D. Waring; Julio C. Martinez-Trujillo; Olaf Blanke; André M. M. Sousa; Olaf Sporns; Laurent Itti; Kelly A. Zalocusky; Gordon L. Shulman; Kathryn L. Mills; Kevin N. Ochsner; Justin C. Cox; Mirjana Bozic; Michael W. Deem; Bolton Ka Hung Chau; Kyong-sun Jin; Anat Arzi; Mary-Ellen Lynall; Jacqueline Fairley; Nathaniel D. Daw; Daniel Yoshor; Sergi Ferré; Guilio Tononi; Leah H. Somerville; Jeremy Wolfe; Sibylle C. Herholz; Nora D. Volkow; Stephen H. Scott; Kent A. Kiehl; Tania L. Roth; Todd F. Heatherton; Yaniv Assaf; Gideon Yaffe; Roger N. Lemon; Franz-Xaver Neubert; Rachel I. Wilson; Anne-Lise Goddings; Felipe De Brigard; Behrad Noudoost; Elad Schneidman; James K. Rilling; James J. DiCarlo; Frédéric Crevecoeur; Justin M. Moscarello; Scott H. Johnson-Frey; Maital Neta; Adina L. Roskies; Peipei Setoh; Alexander Todorov; Steven Laureys; Asli Özyürek; Maureen Ritchey; Paul W. Glimcher; Joshua D. Greene; Ashley Royston; Asif A. Ghazanfar; Marcello Massimini; Naotsugu Tsuchiya; Walter Sinnott-Armstrong; Alicia Callejas; Gabriel Kreiman; Jarrod A. Lewis-Peacock; Nalini Ambady; Jonathan D. Power; Jennifer Blaze; Michael B. Miller; Morten H. Christiansen; Sid Kouider; Steven J. Luck; Victoria K. Lee; Todd M. Preuss; Nenad Šestan; Kenneth A. Norman; Danielle R. King; Xaq Pitkow; Jeremy R. Manning; Kara D. Federmeier; Lila Davachi; Douglas A. Ruff; Alard Roebroeck; Ayelet N. Landau; Wilson S. Geisler; Rodney Douglas; Benjamin Pasquereau; Eleanor A. Maguire; Jill K. Leutgeb; Steven S. Hsiao; Peter Mende-Siedlecki; Daniel Kersten; Ali Borji; Michael E. Hasselmo; Kalanit Grill-Spector; Scott T. Grafton; Richard P. Dum; Man Chen; Peter L. Strick; Adrienne Fairhall; Suzanne Wood
edited by George R. Mangun & Michael S. Gazzaniga
edition:Hardcover
also available: Hardcover Hardcover
More Info

User Activity

X
Contacting facebook
Please wait...