Advanced structured prediction / edited by Sebastian Nowozin, Peter V. Gehler, Jeremy Jancsary, and Christoph H. Lampert.

Format:

Book

Contributor:

Nowozin, Sebastian, 1980- editor.

Series:

Neural information processing series

Language:

English

Subjects (All):

Machine learning.

Computer algorithms.

Data structures (Computer science).

Physical Description:

ix, 415 pages : illustrations ; 26 cm.

Place of Publication:

Cambridge, Massachusetts : The MIT Press, [2014]

Contents:

Introduction to structured prediction / S. Nowozin, P.V. Gehler, J. Jancsary, and C.H. Lampert

The power of LP relaxation for MAP inference / S. Živný, T. Werner, and D. Průša

AD³, a fast decoder for structured prediction / A. Martins

Generalized sequential tree-reweighted message passing / T. Schoenemann and V. Kolmogorov

Smoother coordinate descent for MAP inference / O. Meshi, T. Jaakkola, and A. Globerson

Getting feasible variable estimates from infeasible ones / B. Savchynskyy and S. Schmidt

Perturb-and-MAP random fields / G. Papandreou and A. Yuille

Herding for structure prediction / Y. Chen, A.E. Gelfand, and M. Welling.

Training structure predictors through iterated logistic regression / J. Domke

PAC-Bayesian risk bounds and learning algorithms for the regression approach to structured output prediction / S. Giguère, F. Laviolette, M. Marchand, and A. Rolland

Optimizing the measure of performance / K. Keshet

Structured learning from cheap data / X. Lou, M. Kloft, G. Rätsch, and F.A. Hamprecht

Dynamic structure model selection / D. Weiss and B. Taskar

Structured prediction from event detection / M. Hoai and F. de la Terre

Structured prediction for object boundary detection in images / S. Todorovic

Genome annotation with structure output learning / J. Behr, G. Schweikert, and G. Rätsch.

Notes:

Includes bibliographical references.

ISBN:

9780262028370

0262028379

OCLC:

878501854