Machine Learning, Volume 72, 2008

Volume 72, Numbers 1-2, August 2008

• Nader H. Bshouty, Claudio Gentile:
  Guest Editors' Introduction: Special issue on Learning Theory (COLT-2007). 1-4
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• Sudipto Guha, Piotr Indyk, Andrew McGregor:
  Sketching information divergences. 5-19
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• Eyal Even-Dar, Michael Kearns, Yishay Mansour, Jennifer Wortman:
  Regret to the best vs. regret to the average. 21-37
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• Arnak S. Dalalyan, Alexandre B. Tsybakov:
  Aggregation by exponential weighting, sharp PAC-Bayesian bounds and sparsity. 39-61
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• John Case, Samuel E. Moelius:
  U-shaped, iterative, and iterative-with-counter learning. 63-88
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• Maria-Florina Balcan, Avrim Blum, Nathan Srebro:
  A theory of learning with similarity functions. 89-112
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• Dana Angluin, James Aspnes, Jiang Chen, Lev Reyzin:
  Learning large-alphabet and analog circuits with value injection queries. 113-138
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• Maria-Florina Balcan, Nikhil Bansal, Alina Beygelzimer, Don Coppersmith, John Langford, Gregory B. Sorkin:
  Robust reductions from ranking to classification. 139-153
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Volume 72, Number 3, September 2008

• Walter Daelemans, Bart Goethals, Katharina Morik:
  Guest Editors' introduction: special issue of selected papers from ECML PKDD 2008. 155-156
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• Christos Dimitrakakis, Michail G. Lagoudakis:
  Rollout sampling approximate policy iteration. 157-171
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• Ran El-Yaniv, Dmitry Pechyony, Vladimir Vapnik:
  Large margin vs. large volume in transductive learning. 173-188
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• Ankur Jain, Daniel Nikovski:
  Incremental exemplar learning schemes for classification on embedded devices. 189-203
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• Dvijotham Krishnamurthy, Soumen Chakrabarti, Subhasis Chaudhuri:
  New closed-form bounds on the partition function. 205-229
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• Heng Luo, Changyong Niu, Ruimin Shen, Carsten Ullrich:
  A collaborative filtering framework based on both local user similarity and global user similarity. 231-245
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• Stijn Vanderlooy, Eyke Hüllermeier:
  A critical analysis of variants of the AUC. 247-262
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• Markus Weimer, Alexandros Karatzoglou, Alex J. Smola:
  Improving maximum margin matrix factorization. 263-276
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