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COLT
1995
Springer
15 years 7 months ago
An Experimental and Theoretical Comparison of Model Selection Methods
Michael J. Kearns, Yishay Mansour, Andrew Y. Ng, D...
111
Voted
COLT
1995
Springer
15 years 7 months ago
Online Learning via Congregational Gradient Descent
Kim L. Blackmore, Robert C. Williamson, Iven M. Y....
135
Voted
COLT
1995
Springer
15 years 7 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
125
Voted
COLT
1995
Springer
15 years 7 months ago
Exactly Learning Automata with Small Cover Time
We present algorithms for exactly learning unknown environments that can be described by deterministic nite automata. The learner performs a walk on the target automaton, where at...
Dana Ron, Ronitt Rubinfeld
118
Voted
COLT
1995
Springer
15 years 7 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...