Predicting Structured Data - Brossura

 
9780262528047: Predicting Structured Data
Brossura
ISBN 10: 0262528045 ISBN 13: 9780262528047
Casa editrice: Mit Pr, 2007

Sinossi

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

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Informazioni sugli autori

Gökhan Bakir is Research Scientist at the Max Planck Institute for Biological Cybernetics in Tübingen, Germany.



Ben Taskar is Assistant Professor in the Computer and Information Science Department at the University of Pennsylvania.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

Editore
Mit Pr
Data di pubblicazione
2007
Lingua
Inglese
ISBN 10 
0262528045
ISBN 13 
9780262528047
Rilegatura
Copertina flessibile
Numero di pagine
360
Redattore
Bakir Gokhan, Hofmann Thomas, Schölkopf Bernhard, Smola Alexander J., Taskar Ben
Contatto del produttore
non disponibile
Persona responsabile
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Germania

Altre edizioni note dello stesso titolo

9780262026178: Predicting Structured Data

Edizione in evidenza

ISBN 10:  0262026171 ISBN 13:  9780262026178
Casa editrice: Mit Pr, 2007
Rilegato