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

Classification and Regression Trees.

1986 • 21,574 citations

THE USE OF MULTIPLE MEASUREMENTS IN TAXONOMIC PROBLEMS

1936 • 14,013 citations

Untitled

1986 • 13,981 citations

Pattern classification and scene analysis

1973 • 12,976 citations

Introduction to Statistical Pattern Recognition

1990 • 11,327 citations

Cross-Validatory Choice and Assessment of Statistical Predictions

1974 • 8,849 citations

The Jackknife, the Bootstrap and Other Resampling Plans

1982 • 7,816 citations

Introduction to statistical pattern recognition (2nd ed.)

1990 • 3,852 citations

The Jackknife: The Bootstrap and Other Resampling Plans.

1983 • 2,827 citations

Simplifying decision trees

1987 • 2,458 citations

Estimating the Error Rate of a Prediction Rule: Improvement on Cross-Validation

1983 • 2,096 citations

What Size Net Gives Valid Generalization?

1989 • 1,555 citations

Estimation of Error Rates in Discriminant Analysis

1968 • 1,443 citations

Toward memory-based reasoning

1986 • 1,253 citations

Analysis of hidden units in a layered network trained to classify sonar targets

1988 • 1,120 citations

Heuristic classification

1985 • 969 citations

Explorations in parallel distributed processing

1988 • 860 citations

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

1986 • 748 citations

Explorations in Parallel Distributed Processing: A Handbook of Models, Programs, and Exercises

1989 • 742 citations

Quantifying inductive bias: AI learning algorithms and Valiant's learning framework

1988 • 507 citations

Generating production rules from decision trees

1987 • 487 citations

Categorical and probabilistic reasoning in medical diagnosis

1978 • 414 citations

A Practical Guide to Designing Expert Systems

1984 • 274 citations

Bootstrap Techniques for Error Estimation

1987 • 198 citations

The Science of Patterns

1988 • 190 citations

On dimensionality and sample size in statistical pattern classification

1971 • 187 citations

The Design and Analysis of Pattern Recognition Experiments

1962 • 112 citations

A pattern classification approach to evaluation function learning

1988 • 80 citations

The Assessment of Laboratory Tests in the Diagnosis of Acute Appendicitis

1983 • 76 citations

Extensions to the CART algorithm

1990 • 44 citations

Optimizing the predictive value of diagnostic decision rules

1987 • 19 citations