A new methodology of extraction, optimization and application of crisp and fuzzy logical rules

C4.5: Programs for Machine Learning

1992 • 24,077 citations

Neural networks for pattern recognition

1994 • 19,343 citations

UCI Repository of machine learning databases

1998 • 10,520 citations

Neural Networks for Pattern Recognition

1995 • 10,372 citations

Rough Sets: Theoretical Aspects of Reasoning about Data

1991 • 8,546 citations

Programs for Machine Learning

1994 • 5,924 citations

A Practical Bayesian Framework for Backpropagation Networks

1992 • 2,757 citations

Neural Networks and Fuzzy Systems

1998 • 2,404 citations

UCI Repository of Machine Learning Databases

1996 • 2,400 citations

Introduction to artificial neural systems

1992 • 2,353 citations

Machine Learning, Neural and Statistical Classification

1995 • 2,125 citations

Introduction to artificial neural systems

1992 • 2,004 citations

UCI Repository of Machine Learning Databases

1994 • 1,832 citations

Survey and critique of techniques for extracting rules from trained artificial neural networks

1995 • 1,204 citations

Computer systems that learn

1990 • 1,110 citations

A theory and methodology of inductive learning

1983 • 1,011 citations

Pattern Recognition: Statistical, Structural and Neural Approaches

1991 • 990 citations

Functional equivalence between radial basis function networks and fuzzy inference systems

1993 • 900 citations

Foundations of neural networks, fuzzy systems, and knowledge engineering

1997 • 838 citations

Robust linear programming discrimination of two linearly inseparable sets

1992 • 762 citations

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

1986 • 748 citations

Knowledge-based artificial neural networks

1994 • 725 citations

Neural networks and fuzzy systems

1993 • 698 citations

Rough-Fuzzy Hybridization: A New Trend in Decision Making

1999 • 674 citations

Untitled

1993 • 596 citations

Extracting Tree-Structured Representations of Trained Networks

1995 • 576 citations

Foundations of neural networks

1991 • 572 citations

Neural network learning and expert systems

1993 • 543 citations

Neural Networks in Computer Intelligence

1994 • 518 citations

The MONK's problems: A Performance Comparison of Different Learning Algorithms

1991 • 455 citations

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

1989 • 454 citations

Foundations of Neural Networks, Fuzzy Systems, and Knowledge Engineering

1996 • 445 citations

Extracting refined rules from knowledge-based neural networks

1993 • 444 citations

The truth will come to light: directions and challenges in extracting the knowledge embedded within trained artificial neural networks

1998 • 443 citations

ASSISTANT 86: a knowledge-elicitation tool for sophisticated users

1987 • 426 citations

Neural Networks in Computer Intelligence

1995 • 417 citations

Neural Network Learning and Expert Systems

1993 • 417 citations

Book review: Machine Learning, Neural and Statistical Classification Edited by D. Michie, D.J. Spiegelhalter and C.C. Taylor (Ellis Horwood Limited, 1994)

1996 • 379 citations

Rule generation from neural networks

1994 • 372 citations

Using Sampling and Queries to Extract Rules from Trained Neural Networks

1994 • 307 citations

Neural networks in designing fuzzy systems for real world applications

1994 • 247 citations

Medical diagnostic expert system based on PDP model

1988 • 212 citations

PERSONALITY: Individual Differences and Clinical Assessment

1996 • 194 citations

Extracting Rules from Artificial Neural Networks with Distributed Representations

1994 • 177 citations

Rule learning by searching on adapted nets

1991 • 166 citations

Knowledge-based connectionism for revising domain theories

1993 • 149 citations

Search in Artificial Intelligence

1988 • 143 citations

Understanding neural networks via rule extraction

1995 • 127 citations

AUTOMATED KNOWLEDGE ACQUISITION

1991 • 117 citations

Generating classification rules with the neuro-fuzzy system NEFCLASS

2002 • 89 citations

Feature space mapping as a universal adaptive system

1995 • 86 citations

Network Structuring and Training Using Rule-based Knowledge

1992 • 80 citations

Comparison of optimized backpropagation algorithms.

1993 • 77 citations

Knowledge-based fuzzy MLP for classification and rule generation

1997 • 76 citations

Knowledge Extraction from Self-Organizing Neural Networks

1993 • 76 citations

Rule extraction by successive regularization

2000 • 65 citations

Designing Neuro-Fuzzy Systems through Backpropagation

1996 • 59 citations

Statistical control of RBF-like networks for classification

1997 • 53 citations

Using Weighted Networks to Represent Classification Knowledge in Noisy Domains

1988 • 45 citations

Untitled

1998 • 45 citations

Acquiring rule sets as a product of learning in a logical neural architecture

1997 • 45 citations

Rule Induction through Integrated Symbolic and Subsymbolic Processing

1991 • 45 citations

New developments in the Feature Space Mapping model

2000 • 37 citations

Fuzzy neural expert system with automated extraction of fuzzy If-Then rules from a trained neural network

2002 • 31 citations

NEW NEURAL TRANSFER FUNCTIONS

2007 • 28 citations

Extraction of logical rules from backpropagation networks

1998 • 28 citations

IRIS Revisited: A Comparison of Discriminant and Enhanced Rough Set Data Analysis

1998 • 27 citations

Template-Based Algorithms for Connectionist Rule Extraction

1994 • 27 citations

Extraction of crisp logical rules using constrained backpropagation networks.

1997 • 24 citations

Fuzzy and Crisp Logical Rule Extraction Methods in Application to Medical Data

2000 • 23 citations

A NEURAL EXPERT SYSTEM WITH AUTOMATED EXTRACTION OF FUZZY IF-THEN RULES

1991 • 21 citations

Hybrid Neural-global Minimization Method of Logical Rule Extraction

1999 • 21 citations

Extraction of logical rules from training data using backpropagation networks

2000 • 19 citations

Some Experiments to Compare Rough Sets Theory and Ordinal Statistical Methods

1992 • 18 citations

Combining Neural and Symbolic Learning to Revise Probabilistic Rule Bases

1992 • 17 citations

DISTRIBUTION BASED TREES ARE MORE ACCURATE

2013 • 17 citations

Rule Extraction from Trained Artifical Neural Networks

1999 • 15 citations

Symbolic approximation of feedforward neural networks* *This work was supported in part by the National Science Foundation under Grant IRI-9002087.

1994 • 12 citations

Optimization of logical rules derived by neural procedures

2003 • 12 citations

Extraction of crisp logical rules using constructive constrained backpropagation networks

2002 • 11 citations

Neural optimization of linguistic variables and membership functions

2003 • 11 citations

Searching for Optimal Mlp

2002 • 7 citations

BI-RADIAL TRANSFER FUNCTIONS

2000 • 6 citations

Constrained backpropagation for feature selection and extraction of logical rules

1996 • 6 citations

Refining Expert Knowledge with an Artificial Neural Network.

1997 • 6 citations

Deleted Work

1955 • 0 citations