ICML
1991
IEEE
14 years 3 months ago
1991
IEEE
ECML
1991
Springer
14 years 3 months ago
1991
Springer
Robust reasoning requires learning from problem solving episodes. Past experience must be compiled to provide adaptation to new contingencies and intelligent modification of solut...
ECML
1991
Springer
14 years 3 months ago
1991
Springer
This paper presents an approach to domain modeling and knowledge acquisition that consists of a gradual and goal-driven improvement of an incomplete domain model provided by a hum...
ECML
1991
Springer
14 years 3 months ago
1991
Springer
1 A novel semi-naive Bayesian classifier is introduced that is particularly suitable to data with many attributes. The naive Bayesian classifier is taken as a starting point and co...
COLT
1991
Springer
14 years 3 months ago
1991
Springer
Abstract. This paper presents a polynomial-time algorithm for inferring a probabilistic generalization of the class of read-once Boolean formulas over the usual basis {AND,OR,NOT}....
COLT
1991
Springer
14 years 3 months ago
1991
Springer
While most theoretical work in machine learning has focused on the complexity of learning, recently there has been increasing interest in formally studying the complexity of teach...
COLT
1991
Springer
14 years 3 months ago
1991
Springer
Two extensions of the Linial, Mansour, Nisan AC0 learning algorithm are presented. The LMN method works when input examples are drawn uniformly. The new algorithmsimprove on their...
COLT
1991
Springer
14 years 3 months ago
1991
Springer
COLT
1991
Springer
14 years 3 months ago
1991
Springer
Applications of learning to autonomous agents (simulated or real) have often been restricted to learning a mapping from perceived state of the world to the next action to take. Of...
ICML
1995
IEEE
14 years 3 months ago
1995
IEEE
Systems that learn from examples often create a disjunctive concept definition. Small disjuncts are those disjuncts which cover only a few training examples. The problem with sma...