Predicting structured data / edited by Gökhan Bakır [and others].

Format:

Book

Contributor:

BakIr, Gökhan.

Neural Information Processing Systems Foundation.

Series:

Neural information processing series.

Advances in neural information processing systems

Language:

English

Subjects (All):

Machine learning.

Computer algorithms.

Kernel functions.

Data structures (Computer science).

Physical Description:

1 online resource (viii, 348 p. ) ill. ;

Place of Publication:

Cambridge, Mass. : MIT Press, ©2007.

Language Note:

English

Summary:

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, Gokhan Bakir, Olivier Bousquet, Sumit Chopra, Corinna Cortes, Hal Daume 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 Perez-Cruz, Massimiliano Pontil, Marc'Aurelio Ranzato, Juho Rousu, Craig Saunders, Bernhard Scholkopf, 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

Notes:

Includes bibliographical references (p. [319]-340) and index.

Made available online by EBSCO.

Collected papers based on talks presented at two Neural Information Processing Systems workshops.

OCLC-licensed vendor bibliographic record.

ISBN:

9786612096075

1-282-09607-9

0-262-25569-3

1-4294-9917-6

OCLC:

173281492

Publisher Number:

2550618