159
Voted
COLT
15 years 7 months ago
1995 Springer 
We investigate the problem of estimating the proportion vector which maximizes the likelihood of a given sample for a mixture of given densities. We adapt a framework developed for...
149
Voted
COLT
15 years 7 months ago
1995 Springer  139
Voted
COLT
15 years 7 months ago
1995 Springer
The Noise Sensitivity Signature (NSS), originally introduced by Grossman and Lapedes (1993), was proposed as an alternative to cross validation for selecting network complexity. I...
135
Voted
COLT
15 years 7 months ago
1995 Springer
In this paper, we study PAC-leaming algorithms for specialized classes of deterministic finite automata (DFA). Inpartictdar, we study branchingprogrsms, and we investigate the int...
132
Voted
COLT
15 years 7 months ago
1995 Springer
We propose and analyze a distribution learning algorithm for a subclass of Acyclic Probabilistic Finite Automata (APFA). This subclass is characterized by a certain distinguishabi...
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Machine Learning