HYDRA: A Noise-tolerant Relational Concept Learning Algorithm.

Modeling by shortest data description

1978 • 5,959 citations

Simplifying decision trees

1987 • 2,458 citations

Knowledge Discovery in Databases

1991 • 1,804 citations

Untitled

1990 • 1,466 citations

Expert systems in the micro-electronic age

1979 • 1,106 citations

Estimating probabilities: a crucial task in machine learning

1990 • 469 citations

Concept learning and the problem of small disjuncts

1989 • 348 citations

MODEL DESIGN IN THE PROSPECTOR CONSULTANT SYSTEM FOR MINERAL EXPLORATION**This work was supported in part by the Office of Resource Analysis of the U.S. Geological Survey under Contract No. 14-08-0001-15985, and in part by the Nonrenewable Resources Section of the National Science Foundation under Grant AER77-04499. Any opinions, findings, conclusions, or recommendations expressed in this publication are those of the authors, and do not necessarily reflect the views of either the U.S. …

1981 • 312 citations

Untitled

1992 • 285 citations

Rule Induction Using Information Theory.

1991 • 236 citations

Efficient Pruning Methods for Separate-and-Conquer Rule Learning Systems.

1993 • 83 citations

An Experimental Comparison of Human and Machine Learning Formalisms

1989 • 82 citations

Proceedings of the eighth international workshop on Machine learning

1991 • 80 citations

Automated concept acquisition in noisy environments

1988 • 74 citations

Relational clichés: Constraining constructive induction during relational learning

1991 • 73 citations

An Investigation of Noise-Tolerant Relational Concept Learning Algorithms

1991 • 68 citations

Compression, Significance and Accuracy

1992 • 58 citations

Classifiers: a theoretical and empirical study

1991 • 34 citations

Learning Categorical Decision Criteria in Biomedical Domains

1988 • 29 citations

Reducing the Small Disjuncts Problem by Learning Probabilistic Concept Descriptions

1995 • 18 citations