Idiot's Bayes—Not So Stupid After All?

THE USE OF MULTIPLE MEASUREMENTS IN TAXONOMIC PROBLEMS

1936 • 14,013 citations

Experiments with a new boosting algorithm

1996 • 7,607 citations

Theory of probability

1939 • 6,981 citations

Pattern Recognition and Neural Networks

1996 • 6,497 citations

Modeling by shortest data description

1978 • 5,959 citations

Data mining and knowledge discovery: making sense out of data

1996 • 4,769 citations

Untitled

1997 • 4,532 citations

The detection of psychiatric illness by questionnaire

1972 • 3,312 citations

Untitled

1997 • 2,981 citations

Estimating continuous distributions in Bayesian classifiers

1995 • 2,790 citations

Discriminant Analysis and Statistical Pattern Recognition.

1993 • 2,760 citations

The detection of psychiatric illness by questionnaire

1973 • 2,738 citations

Machine Learning, Neural and Statistical Classification

1995 • 2,125 citations

Untitled

1989 • 2,043 citations

Supervised and Unsupervised Discretization of Continuous Features

1995 • 1,932 citations

Statistical Pattern Recognition

2001 • 1,806 citations

Scaling up the accuracy of Naive-Bayes classifiers: a decision-tree hybrid

1996 • 1,331 citations

Proceedings of the 20th conference on Uncertainty in artificial intelligence

2004 • 1,251 citations

An analysis of Bayesian classifiers

1992 • 1,166 citations

Discriminant Analysis and Statistical Pattern Recognition

1992 • 1,056 citations

Untitled

1997 • 1,007 citations

The CN2 induction algorithm

1989 • 983 citations

Discrimination and Classification

1999 • 966 citations

Proceedings of the Second International Conference on Knowledge Discovery and Data Mining

1996 • 806 citations

Discrimination and Classification.

1982 • 708 citations

Computer-aided Diagnosis of Acute Abdominal Pain

1972 • 672 citations

Induction of Selective Bayesian Classifiers

1994 • 655 citations

Construction and Assessment of Classification Rules

1999 • 648 citations

Syskill & webert: Identifying interesting web sites

1996 • 609 citations

The Efficiency of Logistic Regression Compared to Normal Discriminant Analysis

1975 • 535 citations

Experiment with a new boosting algorithm

1996 • 499 citations

Construction and Assessment of Classification Rules.

1997 • 492 citations

Estimating probabilities: a crucial task in machine learning

1990 • 469 citations

ASSISTANT 86: a knowledge-elicitation tool for sophisticated users

1987 • 426 citations

A Mathematical Approach to Medical Diagnosis

1961 • 374 citations

Toward Normative Expert Systems: Part I The Pathfinder Project

1992 • 367 citations

STATLOG: COMPARISON OF CLASSIFICATION ALGORITHMS ON LARGE REAL-WORLD PROBLEMS

1995 • 321 citations

Computer aided diagnosis of acute abdominal pain: a multicentre study.

1986 • 310 citations

Comparison of Discrimination Techniques Applied to a Complex Data Set of Head Injured Patients

1981 • 303 citations

Statistical and Knowledge-Based Approaches to Clinical Decision-Support Systems, with an Application in Gastroenterology

1984 • 277 citations

Kernel Discriminant Analysis.

1983 • 209 citations

Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining

1998 • 202 citations

Statistical pattern recognition

2000 • 195 citations

Properties of Diagnostic Data Distributions

1976 • 181 citations

Comparing classifiers when the misallocation costs are uncertain

1999 • 170 citations

Current Trends in Knowledge Acquisition

1990 • 169 citations

Identification of Bacteria by Computer: Theory and Programming

1973 • 143 citations

Bayes' theorem and conditional nonindependence of data in medical diagnosis

1978 • 137 citations

Improving the Precision of Estimation by Fitting a Model

1984 • 113 citations

Kernel Discriminant Analysis.

1983 • 112 citations

Multigroup diagnosis of electrocardiograms

1973 • 96 citations

A review of numerical methods in bacterial identification

1980 • 95 citations

Comparison of Multivariate Discrimination Techniques for Clinical Data— Application to the Thyroid Functional State

1983 • 89 citations

Biological Identification with Computers

1976 • 88 citations

Efficient learning of selective Bayesian network classifiers

1996 • 86 citations

Mathematics and Computer Science in Biology and Medicine

1966 • 85 citations

Alternatives to Bayes?

1980 • 75 citations

Interpretable boosted naïve Bayes classification

1998 • 75 citations

Evaluation of automatic knowledge acquisition techniques in the diagnosis of acute abdominal pain

1996 • 73 citations

A comparison of methods for the automated diagnosis of thyroid dysfunction

1971 • 66 citations

Some Classification Procedures for Multivariate Binary Data Using Orthogonal Functions

1976 • 62 citations

An evaluation of the diagnostic accuracy of Pathfinder

1992 • 61 citations

Computer-aided diagnosis: A review

1989 • 58 citations

Statistical diagnosis based on conditional independence does not require it

1984 • 57 citations

Statistical methods in diagnosis

1992 • 56 citations

Bayesian Diagnostic Probabilities without Assuming Independence of Symptoms

1991 • 53 citations

The effect of assuming independence in applying Bayes' Theorem to risk estimation and classification in diagnosis

1983 • 51 citations

Decision making and medical care: Can information science help?

1978 • 51 citations

Mathematical methods in medical diagnosis

1974 • 49 citations

Untitled

2000 • 48 citations

CONSTRUCTION OF A MODEL FOR COMPUTER-ASSISTED DIAGNOSIS: APPLICATION TO THE PROBLEM OF NON-TOXIC GOITRE

1966 • 41 citations

On supervised selection of Bayesian networks

1999 • 39 citations

Defining attributes for scorecard construction in credit scoring

2000 • 38 citations

Exploiting prior knowledge in network optimization: an illustration from medical prognosis

1990 • 35 citations

Use of a Bayesian algorithm in the computer-assisted diagnosis of appendicitis.

1984 • 35 citations

Exploiting prior knowledge in network optimization: an illustration from medical prognosis

1990 • 31 citations

Clinical decision making and laparoscopy versus computer prediction in the management of the acute abdomen

1989 • 30 citations

The Relative Accuracy of a Variety of Medical Diagnostic Programs

1994 • 30 citations

Perspectives in Biometrics

1975 • 28 citations

Computational Methods for Probabilistic Decision Trees

1997 • 27 citations

Bayesian Reasoning in Medicine

1991 • 27 citations

Mathematical models in medical diagnosis.

1960 • 25 citations

Bayes Theorem and Conditional Dependence of Symptoms: Different Models Applied to Data of Upper Gastrointestinal Bleeding

1988 • 24 citations

Statistics for a Diagnostic Model

1961 • 24 citations

A Bayesian network classifier that combines a finite mixture model and a naïve bayes model

1999 • 24 citations

The diagnosis of acute abdominal pain with computer assistance: worldwide perspective.

1991 • 23 citations

Improvement in the computer-assisted diagnosis of cerebral tumours

1977 • 22 citations

Correspondence analysis as a screening method for indicants for clinical diagnosis

1989 • 22 citations

Selection of variables using ‘independence bayes’ in computer‐aided diagnosis of upper gastrointestinal bleeding

1986 • 18 citations

The acute abdomen: the role of computer-assisted diagnosis

1991 • 17 citations

Knowledge discovery from a breast cancer database

1997 • 16 citations

Computer-Aided Prognosis

1975 • 13 citations

Some points on the use of ‘independent Bayes’ to diagnose acute abdominal pain

1987 • 13 citations

Tables for estimation of individual risks of fetal neural tube and ventral wall defects, incorporating prior probability, maternal serum α-fetoprotein levels, and ultrasonographic examination results

1991 • 13 citations

Neural Network Modeling of the Level of Observation Decision in an Acute Psychiatric Ward

1997 • 7 citations

Computers and the diagnosis of acute abdominal pain.

1989 • 6 citations

Computer analysis of symptom patterns as a method of screening patients at special risk of hypothyroidism.

1970 • 6 citations

Deleted Work

1955 • 0 citations