Untitled

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

1997 • 18,426 citations

Untitled

1986 • 13,981 citations

Induction of decision trees

1986 • 11,428 citations

Statistical Methods for Psychology.

1994 • 8,414 citations

Foundations of Logic Programming

1984 • 4,311 citations

Neural network ensembles

1990 • 4,138 citations

Untitled

1990 • 3,286 citations

Machine Learning: An Artificial Intelligence Approach

2013 • 2,595 citations

Stochastic Simulation

1987 • 1,835 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

Bayesian Graphical Models for Discrete Data

1995 • 1,088 citations

Rule induction with CN2: Some recent improvements

1991 • 890 citations

Efficient Induction of Logic Programs

1990 • 656 citations

PROBABILITY AND STATISTICS

1985 • 581 citations

Learning logical definitions from relations

1990 • 573 citations

Learning from Observation: Conceptual Clustering

1983 • 535 citations

Refinement of approximate domain theories by knowledge-based neural networks

1990 • 378 citations

Error-Correcting Output Coding Corrects Bias and Variance

1995 • 356 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

The strength of weak learnability

1989 • 265 citations

International Encyclopedia of Statistics

1979 • 259 citations

Rule Induction Using Information Theory.

1991 • 236 citations

Stochastic Simulation.

1988 • 170 citations

Improving regression estimation: Averaging methods for variance reduction with extensions to general convex measure optimization

1993 • 161 citations

Multiple decision trees

1990 • 141 citations

Computational Learning Theory and Natural Learning Systems

1995 • 134 citations

LEARNING FROM OBSERVATION: CONCEPTUAL CLUSTERING

1983 • 105 citations

Improving the Accuracy of an Artificial Neural Network Using Multiple Differently Trained Networks

1992 • 101 citations

An Experimental Comparison of Human and Machine Learning Formalisms

1989 • 82 citations

A knowledge-intensive approach to learning relational concepts

1991 • 77 citations

Small Disjuncts in Action: Learning to Diagnose Errors in the Local Loop of the Telephone Network

1993 • 71 citations

Untitled

1991 • 69 citations

Compression, Significance and Accuracy

1992 • 58 citations

Detecting and correcting errors in rule-based expert systems: an integration of empirical and explanation-based learning

1991 • 57 citations

HYDRA: A Noise-tolerant Relational Concept Learning Algorithm.

1993 • 55 citations

Boosting and Other Machine Learning Algorithms

1994 • 35 citations

Learning Categorical Decision Criteria in Biomedical Domains

1988 • 29 citations

A hybrid rule-based/bayesian classifier

1990 • 26 citations

Learning as Optimization: Stochastic Generation of Multiple Knowledge

1992 • 24 citations

Reducing the Small Disjuncts Problem by Learning Probabilistic Concept Descriptions

1995 • 18 citations

Background knowledge and declarative bias in inductive concept learning

1992 • 17 citations

HYDRA-MM: LEARNING MULTIPLE DESCRIPTIONS TO IMPROVE CLASSIFICATION ACCURACY

1995 • 15 citations

Rule combination in inductive learning

1993 • 5 citations

Probability and statistics

1986 • 5 citations

Analysis of Classification With Two Classifiers

1992 • 2 citations