| Description |
1 online resource (viii, 348 pages) : illustrations. |
| Physical Medium |
polychrome |
| Description |
text file |
| Series |
Advances in neural information processing systems
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Neural information processing series.
|
| Note |
Collected papers based on talks presented at two Neural Information Processing Systems workshops. |
| Bibliography |
Includes bibliographical references (pages 319-340) and index. |
| Contents |
Measuring Similarity with Kernels -- Discriminative Models -- Modeling Structure via Graphical Models -- Joint Kernel Maps / Jason Weston [and others] -- Support Vector Machine Learning for Interdependent and Structured Output Spaces / Yasemin Altun, Thomas Hofmann, and Ioannis Tsochandiridis -- Efficient Algorithms for Max-Margin Structured Classification / Juho Rousu [and others] -- Discriminative Learning of Prediction Suffix Trees with the Perceptron Algorithm / Ofer Dekel, Shai Shalev-Shwartz, and Yoram Singer -- A General Regression Framework for Learning String-to-String Mappings / Corinna Cortes, Mehryar Mohri, and Jason Weston -- Learning as Search Optimization / Hal Daume III and Daniel Marcu -- Energy-Based Models / Yann LeCun [and others] -- Generalization Bounds and Consistency for Structured Labeling / David McAllester -- Kernel Conditional Graphical Models / Fernando Perez-Cruz, Zoubin Ghahramani, and Massimiliano Pontil -- Density Estimation of Structured Outputs in Reproducing Kernel Hilbert Spaces / Yasemin Altun and Alex J. Smola -- Gaussian Process Belief Propagation / Matthias W. Seeger. |
| Access |
Use copy Restrictions unspecified MiAaHDL |
| Reproduction |
Electronic reproduction. [S.l.] : HathiTrust Digital Library, 2010. MiAaHDL |
| System Details |
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL |
| Processing Action |
digitized 2010 HathiTrust Digital Library committed to preserve MiAaHDL |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Machine learning.
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Machine learning. |
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Computer algorithms.
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Computer algorithms. |
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Kernel functions.
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Kernel functions. |
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Data structures (Computer science)
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Data structures (Computer science) |
| Genre/Form |
Electronic books.
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| Added Author |
BakIr, Gökhan.
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Neural Information Processing Systems Foundation.
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| Other Form: |
Print version: Predicting structured data. Cambridge, Mass. : MIT Press, ©2007 9780262026178 0262026171 (DLC) 2006047001 (OCoLC)74965922 |
| ISBN |
9780262255691 (electronic book) |
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0262255693 (electronic book) |
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9781429499170 (electronic book) |
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1429499176 (electronic book) |
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9780262026178 (alkaline paper) |
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0262026171 (alkaline paper) |
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