Untitled

Untitled

1986 • 13,981 citations

Induction of decision trees

1986 • 11,428 citations

Untitled

1989 • 2,043 citations

Untitled

1987 • 1,790 citations

Computer-Intensive Methods in Statistics

1983 • 1,163 citations

The CN2 induction algorithm

1989 • 983 citations

Knowledge acquisition via incremental conceptual clustering

1987 • 925 citations

Rule induction with CN2: Some recent improvements

1991 • 890 citations

The multi-purpose incremental learning system AQ15 and its testing application to three medical domains

1986 • 748 citations

Untitled

1989 • 627 citations

Generating production rules from decision trees

1987 • 487 citations

An empirical comparison of pattern recognition, neural nets, and machine learning classification methods

1989 • 454 citations

On changing continuous attributes into ordered discrete attributes

1991 • 436 citations

ASSISTANT 86: a knowledge-elicitation tool for sophisticated users

1987 • 426 citations

Untitled

1991 • 419 citations

Untitled

1991 • 359 citations

Induction of One-Level Decision Trees

1992 • 358 citations

Concept learning and the problem of small disjuncts

1989 • 348 citations

UNKNOWN ATTRIBUTE VALUES IN INDUCTION

1989 • 308 citations

Untitled

1991 • 289 citations

Untitled

1992 • 226 citations

Untitled

1993 • 223 citations

Inductive knowledge acquisition: a case study

1987 • 198 citations

Concept acquisition through representational adjustment

1987 • 177 citations

A nearest hyperrectangle learning method

1991 • 171 citations

Symbolic and neural learning algorithms: An experimental comparison

1991 • 169 citations

Structured induction in expert systems

1987 • 165 citations

Overfitting avoidance as bias

1993 • 164 citations

On estimating probabilities in tree pruning

1991 • 157 citations

A further comparison of splitting rules for decision-tree induction

1992 • 138 citations

An empirical comparison of ID3 and back-propagation

1989 • 128 citations

Induction in noisy domains

1987 • 115 citations

Noise-tolerant instance-based learning algorithms

1989 • 106 citations

Untitled

1992 • 100 citations

Learning hard concepts through constructive induction: framework and rationale

1990 • 93 citations

Trading Off Simplicity and Coverage in Incremental Concept Learning

1988 • 90 citations

Mega induction: a Test Flight

1991 • 90 citations

A distance-based attribute selection measure for decision tree induction

1991 • 86 citations

An Incremental Method for Finding Multivariate Splits for Decision Trees

1990 • 78 citations

Maximizing the predictive value of production rules

1990 • 72 citations

LEARNING FLEXIBLE CONCEPTS

1990 • 66 citations

LEARNING CLASSIFICATION RULES USING BAYES

1989 • 65 citations

Concept Simplification and Prediction Accuracy

1988 • 54 citations

Two case studies in cost-sensitive concept acquisition

1990 • 52 citations

Experiments on the Costs and Benefits of Windowing in ID3

1988 • 51 citations

Using Weighted Networks to Represent Classification Knowledge in Noisy Domains

1988 • 45 citations

Learning two-tiered descriptions of flexible concepts: The POSEIDON system

1992 • 29 citations

Sparse data and the effect of overfitting avoidance in decision tree induction

1992 • 25 citations

Induction with randomization testing: decision-oriented analysis of large data sets

1992 • 22 citations

Incremental Learning of Rules and Meta–rules

1990 • 17 citations

Comparing Instance-Averaging with Instance-Saving Learning Algorithms

1990 • 17 citations

A Neural Network Approach to Constructive Induction

1991 • 17 citations

A Prototype Based Symbolic Concept Learning System

1991 • 16 citations

Learning from Data with Bounded Inconsistency

1990 • 11 citations

Enhancing medical expert systems with knowledge obtained from statistical data

1990 • 9 citations

EVALUATING ALTERNATIVE INSTANCE REPRESENTATIONS

1989 • 5 citations

Maintaining the utility of learned knowledge using model-based adaptive control

1992 • 5 citations

Learning from Data with Bounded Inconsistency

1990 • 3 citations