Predicting Structured Data (Neural Information Processing) - Softcover

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9780262528047: Predicting Structured Data (Neural Information Processing)
Softcover
ISBN 10: 0262528045 ISBN 13: 9780262528047
Publisher: MIT Press, 2007

Synopsis

State-of-the-art algorithms and theory in a novel domain of machine learning, prediction when the output has structure.

Machine learning develops intelligent computer systems that are able to generalize from previously seen examples. A new domain of machine learning, in which the prediction must satisfy the additional constraints found in structured data, poses one of machine learning's greatest challenges: learning functional dependencies between arbitrary input and output domains. This volume presents and analyzes the state of the art in machine learning algorithms and theory in this novel field. The contributors discuss applications as diverse as machine translation, document markup, computational biology, and information extraction, among others, providing a timely overview of an exciting field.

Contributors
Yasemin Altun, Gökhan Bakir, Olivier Bousquet, Sumit Chopra, Corinna Cortes, Hal Daumé III, Ofer Dekel, Zoubin Ghahramani, Raia Hadsell, Thomas Hofmann, Fu Jie Huang, Yann LeCun, Tobias Mann, Daniel Marcu, David McAllester, Mehryar Mohri, William Stafford Noble, Fernando Pérez-Cruz, Massimiliano Pontil, Marc'Aurelio Ranzato, Juho Rousu, Craig Saunders, Bernhard Schölkopf, Matthias W. Seeger, Shai Shalev-Shwartz, John Shawe-Taylor, Yoram Singer, Alexander J. Smola, Sandor Szedmak, Ben Taskar, Ioannis Tsochantaridis, S.V.N Vishwanathan, Jason Weston

"synopsis" may belong to another edition of this title.

About the Author

Thomas Hofmann is a Director of Engineering at Google's Engineering Center in Zurich and Adjunct Associate Professor of Computer Science at Brown University.

"About this title" may belong to another edition of this title.

Publisher
MIT Press
Publication date
2007
Language
English
ISBN 10 
0262528045
ISBN 13 
9780262528047
Binding
Paperback
Number of pages
362
Editor
Bakir Gokhan, Hofmann Director Of Engineering At Google's Engineering Center In Zurich Adjunct Associate Professor Of Com Thomas, Scholkopf Bernhard
Rating
  • 3.57 out of 5 stars
    7 ratings by Goodreads

Other Popular Editions of the Same Title

9780262026178: Predicting Structured Data (Advances in Neural Information Processing Systems)

Featured Edition

ISBN 10:  0262026171 ISBN 13:  9780262026178
Publisher: Mit Pr, 2007
Hardcover