Knowledge-based artificial neural networks

A logical calculus of the ideas immanent in nervous activity

1943 • 16,532 citations

Parallel Distributed Processing: Explorations in the Microstructure of Cognition: Foundations

1986 • 15,232 citations

Untitled

1986 • 13,981 citations

Induction of decision trees

1986 • 11,428 citations

The role of theories in conceptual coherence.

1985 • 2,658 citations

The Cascade-Correlation Learning Architecture

1989 • 2,441 citations

Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms

1963 • 1,840 citations

Untitled

1987 • 1,790 citations

Representation of Events in Nerve Nets and Finite Automata

1956 • 1,604 citations

Untitled

1990 • 1,466 citations

A model of inexact reasoning in medicine

1975 • 1,400 citations

Connectionist learning procedures

1989 • 1,388 citations

A Guide to Expert Systems

1986 • 1,351 citations

Untitled

1986 • 1,206 citations

Computer systems that learn

1990 • 1,110 citations

Generalization of back-propagation to recurrent neural networks

1987 • 938 citations

Knowledge acquisition via incremental conceptual clustering

1987 • 925 citations

Inductive logic programming

1991 • 892 citations

Explanation-based generalization: A unifying view

1986 • 703 citations

Untitled

1993 • 674 citations

A Guide to Expert Systems

1985 • 659 citations

Untitled

1989 • 627 citations

Untitled

1993 • 596 citations

Learning logical definitions from relations

1990 • 573 citations

Parallel distributed processing: explorations in the microstructure of cognition. Volume 1. Foundations

1986 • 539 citations

CONNECTIONIST LEARNING PROCEDURES11This chapter appeared in Volume 40 of Artificial Intelligence in 1989, reprinted with permission of North-Holland Publishing. It is a revised version of Technical Report CMU-CS-87-115, which has the same title and was prepared in June 1987 while the author was at Carnegie Mellon University. The research was supported by contract N00014-86-K-00167 from the Office of Naval Research and by grant IST-8520359 from the National Science Foundation.

1990 • 529 citations

Extracting refined rules from knowledge-based neural networks

1993 • 444 citations

Models of incremental concept formation

1989 • 434 citations

Refinement of approximate domain theories by knowledge-based neural networks

1990 • 378 citations

Rule-Based Expert Systems

1997 • 350 citations

Concept learning and the problem of small disjuncts

1989 • 348 citations

A weighted nearest neighbor algorithm for learning with symbolic features

1993 • 302 citations

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1991 • 289 citations

Untitled

1992 • 285 citations

Learning Algorithms for Connectionist Networks: Applied Gradient Methods of Nonlinear Optimization

1988 • 249 citations

Protein secondary structure prediction using logic-based machine learning

1992 • 246 citations

Influence of prior knowledge on concept acquisition: Experimental and computational results.

1991 • 232 citations

Drug design by machine learning: the use of inductive logic programming to model the structure-activity relationships of trimethoprim analogues binding to dihydrofolate reductase.

1992 • 216 citations

[13] Consensus patterns in DNA

1990 • 209 citations

Untitled

1986 • 207 citations

R1 Revisited: Four Years in the Trenches

1984 • 189 citations

Symbolic and neural learning algorithms: An experimental comparison

1991 • 169 citations

Overfitting avoidance as bias

1993 • 164 citations

Transcending inductive category formation in learning

1986 • 163 citations

Theory refinement combining analytical and empirical methods

1994 • 160 citations

Untitled

1989 • 156 citations

Integrated Learning: Controlling Explanation

1986 • 147 citations

Training Knowledge-Based Neural Networks to Recognize Genes in DNA Sequences

1990 • 147 citations

Direct transfer of learned information among neural networks

1991 • 139 citations

Back-propagation learning in expert networks

1992 • 129 citations

Escherichia coli Promoters

1989 • 123 citations

The utility of knowledge in inductive learning

1992 • 122 citations

A performance comparison of trained multilayer perceptrons and trained classification trees

1990 • 114 citations

The molecular biology of the gene.

1971 • 109 citations

Learning at the knowledge level

1986 • 108 citations

Explanation-Based Neural Network Learning for Robot Control

1992 • 100 citations

Symbolic knowledge and neural networks: insertion, refinement and extraction

1992 • 100 citations

An Approach to Combining Explanation-based and Neural Learning Algorithms

1989 • 96 citations

A knowledge-intensive approach to learning relational concepts

1991 • 77 citations

Integration of Neural Heuristics into Knowledge-based Inference

1989 • 77 citations

Untitled

1990 • 66 citations

Using knowledge-based neural networks to improve algorithms: Refining the Chou-Fasman algorithm for protein folding

1993 • 65 citations

Refining PID Controllers Using Neural Networks

1992 • 57 citations

Compiling Prior Knowledge Into an Explicit Bias

1992 • 48 citations

Combining Connectionist and Symbolic Learning to Refine Certainty Factor Rule Bases

1993 • 46 citations

Refinement of Approximate Reasoning-based Controllers by Reinforcement Learning

1991 • 42 citations

Empirical learning as a function of concept character

1990 • 42 citations

On Overfitting Avoidance as Bias

1993 • 40 citations

Automated refinement of first-order horn-clause domain theories

1995 • 35 citations

A study of scaling and generalization in neural networks

1988 • 30 citations

Heuristically Expanding Knowledge-Based Neural Networks.

1993 • 26 citations

Training Knowledge-Based Neural Networks to Recognize Genes.

1990 • 16 citations

Refining algorithms with knowledge-based neural networks: improving the Chou-Fasman algorithm for protein folding

1994 • 13 citations

Using Background Knowledge in Concept Formation

1991 • 12 citations

Is it a Pocket or a Purse? Tightly Coupled Theory and Data Driven Learning

1991 • 3 citations

Deleted Work

1955 • 0 citations