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COLT
2006
Springer
15 years 7 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
99
Voted
COLT
2006
Springer
15 years 7 months ago
Tracking the Best Hyperplane with a Simple Budget Perceptron
Nicolò Cesa-Bianchi, Claudio Gentile
COLT
2006
Springer
15 years 7 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 7 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...
90
Voted
COLT
2006
Springer
15 years 7 months ago
Aggregation and Sparsity Via l1 Penalized Least Squares
Florentina Bunea, Alexandre B. Tsybakov, Marten H....