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COLT
2006
Springer
15 years 9 months ago
Maximum Entropy Distribution Estimation with Generalized Regularization
Abstract. We present a unified and complete account of maximum entropy distribution estimation subject to constraints represented by convex potential functions or, alternatively, b...
Miroslav Dudík, Robert E. Schapire
COLT
2006
Springer
15 years 9 months ago
Tracking the Best Hyperplane with a Simple Budget Perceptron
Nicolò Cesa-Bianchi, Claudio Gentile
COLT
2006
Springer
15 years 9 months ago
Learning Rational Stochastic Languages
Given a finite set of words w1, . . . , wn independently drawn according to a fixed unknown distribution law P called a stochastic language, an usual goal in Grammatical Inference ...
François Denis, Yann Esposito, Amaury Habra...
COLT
2006
Springer
15 years 9 months ago
Memory-Limited U-Shaped Learning
U-shaped learning is a learning behaviour in which the learner first learns a given target behaviour, then unlearns it and finally relearns it. Such a behaviour, observed by psych...
Lorenzo Carlucci, John Case, Sanjay Jain, Frank St...
COLT
2006
Springer
15 years 9 months ago
Aggregation and Sparsity Via l1 Penalized Least Squares
Florentina Bunea, Alexandre B. Tsybakov, Marten H....