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COLT
1995
Springer
14 years 3 months ago
A Comparison of New and Old Algorithms for a Mixture Estimation Problem
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...
David P. Helmbold, Yoram Singer, Robert E. Schapir...
COLT
1995
Springer
14 years 3 months ago
Reductions for Learning via Queries
William I. Gasarch, Geoffrey R. Hird
COLT
1995
Springer
14 years 3 months ago
On Learning Bounded-Width Branching Programs
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...
Funda Ergün, Ravi Kumar, Ronitt Rubinfeld
COLT
1995
Springer
14 years 3 months ago
Learning with Unreliable Boundary Queries
We introduce a new model for learning with membership queries in which queries near the boundary of a target concept may receive incorrect or “don’t care” responses. In part...
Avrim Blum, Prasad Chalasani, Sally A. Goldman, Do...
COLT
1995
Springer
14 years 3 months ago
Online Learning via Congregational Gradient Descent
Kim L. Blackmore, Robert C. Williamson, Iven M. Y....
COLT
1995
Springer
14 years 3 months ago
Learning Internal Representations
Jonathan Baxter