Advanced structured prediction

• Other Authors: Nowozin, Sebastian, 1980- (Editor)
• Format: Electronic eBook
• Language: English
• Published: Cambridge, MA : The MIT Press, [2014]
• Series: Neural information processing series.
• Subjects: Machine learning.; Computer algorithms.; Data structures (Computer science); elektronické knihy; electronic books
• ISBN: 9780262322959; 9780262028370
• Physical Description: 1 online zdroj (ix, 415 pages) : illustrations.

Table of 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.