Knowledge extraction from self-organizing neural networks

A Ultsch - Information and Classification: Concepts, Methods and …, 1993 - Springer
In this work we present the integration of neural networks with a rule based expert system.
The system realizes the automatic acquisition of knowledge out of a set of examples. It …

Using single-layered neural networks for the extraction of conjunctive rules and hierarchical classifications

S Sestito, T Dillon - Applied Intelligence, 1991 - Springer
Abstract Machine Learning is an area concerned with the automation of the process of
knowledge acquisition. Neural networks generally represent their knowledge at the lower …

Integration of neural networks and knowledge-based systems in medicine

A Ultsch, D Korus, TO Kleine - … Intelligence in Medicine: 5th Conference on …, 1995 - Springer
Abstract Knowledge-Based Systems are used in medical diagnoses. They have the
advantage to give an explanation of a diagnosis. But a main problem when dealing with …

Data mining tasks and methods: Classification: neural network approaches

A Nürnberger, W Pedrycz, R Kruse - Handbook of data mining and …, 2002 - dl.acm.org
This article elaborates on the role of neural networks in data mining, especially
classification, and presents various ways of using them in this area. In order to do this the …

Knowledge acquisition of conjunctive rules using multilayered neural networks

S Sestito, T Dillon - International Journal of Intelligent Systems, 1993 - Wiley Online Library
A major bottleneck in developing knowledge‐based systems is the acquisition of
knowledge. Machine learning is an area concerned with the automation of this process of …

The integration of neural networks with symbolic knowledge processing

A Ultsch - New Approaches in Classification and Data Analysis, 1994 - Springer
A part of the project WINA, sponsored by the German Ministery of Science and Technology,
we are studying the integration of Artificial Neural Networks (ANN) with a rule based Expert …

Use of neural networks as medical diagnosis expert systems

MC Su - Computers in Biology and Medicine, 1994 - Elsevier
A major bottleneck in building expert systems is the process of acquiring the required
knowledge in the form of production rules. A novel class of neural networks is proposed to …

Knowledge extraction from artificial neural networks and applications

A Ultsch, G Guimaraes, D Korus, H Li - … -Treffen TAT'93, Aachen, 20.–22 …, 1994 - Springer
Abstract Knowledge acquisition is a frequent bottleneck in artificial intelligence applications.
Neural learning may offer a new perspective in this field. Using Self-Organising Neural …

Symbolic interpretation of artificial neural networks

IA Taha, J Ghosh - IEEE Transactions on knowledge and data …, 1999 - ieeexplore.ieee.org
Hybrid intelligent systems that combine knowledge-based and artificial neural network
systems typically have four phases, involving domain knowledge representation, mapping of …

A topological semantics for rule extraction with neural networks

MJ Healy - Connection Science, 1999 - Taylor & Francis
Rule extraction with neural networks is a subject of increasing interest. Research in this area
could benefit from the availability of a formal model of the semantics of the rules. A model of …