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020 |a 9780262255691  |q (electronic bk.) 
020 |a 0262255693  |q (electronic bk.) 
020 |a 9781429499170  |q (electronic bk.) 
020 |a 1429499176  |q (electronic bk.)  |z 9780262026178  |q (alk. paper)  |q (alk. paper) 
040 |a N$T  |b eng  |e pn  |z 0262026171 
050 4 |a Q325.5  |b .P74 2007eb 
245 0 0 |a Predicting structured data /  |c edited by Gökhan Bakır [and others]. 
260 |a Cambridge, Mass. :  |b MIT Press,  |c ©2007. 
300 |a 1 online resource (viii, 348 pages) :  |b illustrations. 
490 1 |a Advances in neural information processing systems 
500 |a Collected papers based on talks presented at two Neural Information Processing Systems workshops. 
504 |a Includes bibliographical references (pages 319-340) and index. 
505 0 |a 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. 
650 0 |a Machine learning. 
650 0 |a Computer algorithms. 
650 0 |a Kernel functions. 
650 0 |a Data structures (Computer science) 
650 7 |a COMPUTERS  |x Enterprise Applications  |x Business Intelligence Tools. 
650 7 |a COMPUTERS  |x Intelligence (AI) & Semantics. 
650 7 |a Computer algorithms. 
650 7 |a Data structures (Computer science) 
650 7 |a Kernel functions. 
650 7 |a Machine learning. 
650 7 |a Lernen  |x (Informatik)  |x Kernel (Informatik) 
650 7 |a Lernen  |x (Informatik)  |x Strukturlogik. 
650 7 |a Strukturlogik  |x Lernen (Informatik) 
650 7 |a Kernel  |x (Informatik) 
700 1 |a BakIr, Gökhan.  |x Lernen (Informatik) 
710 2 |a Neural Information Processing Systems Foundation. 
856 4 0 |u http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=202394 
952 |a CY-NiOUC  |b 5a0467056c5ad14ac1eeffe4  |c 998a  |d 945l  |e -  |t 1  |x m  |z Books