Integrated Case-Based Neural Network Approach to Problem Solving

Case-based reasoning can be a particularly useful problem solving strategy when combined with other artificial intelligence reasoning paradigms or with some other computational problem solving method. An approach is presented in which the machine learning capabilities or an artificial neural network are used to enhance the reuse of past experience in the case-based reasoning cycle. This approach has been found to be effective in the application of case-based reasoning to forecasting.

[1]  Ron Sun,et al.  Commonsense reasoning with rules, cases, and connectionist models: A paradigmatic comparison , 1996, Fuzzy Sets Syst..

[2]  C. J. Harris,et al.  Using the Neurofuzzy Approach to Building Dependable Neural Network Systems , 1995 .

[3]  Eliseo Reategui,et al.  A Classification System for Credit Card Transactions , 1994, EWCBR.

[4]  Rafael Bello,et al.  A model and its different applications to case-based reasoning , 1996, Knowl. Based Syst..

[5]  B. P. Sinha,et al.  Failure Criterion and Behavior of Brickwork in Biaxial Bending , 1997 .

[6]  Ron Sun,et al.  How Do Symbols and Networks Fit Together - A Report from the Workshop on Integrating Neural and Symbolic Processes , 1993, AI Mag..

[7]  Nicholas R. Jennings,et al.  Agent Theories, Architectures, and Languages: A Survey , 1995, ECAI Workshop on Agent Theories, Architectures, and Languages.

[8]  Zhi-Qiang Liu,et al.  Fuzzy neural network in case-based diagnostic system , 1997, IEEE Trans. Fuzzy Syst..

[9]  Tharam S. Dillon,et al.  Use of fuzzy feature vectors and neural networks for case retrieval in case based systems , 1996, Proceedings of North American Fuzzy Information Processing.

[10]  Christopher M. Bishop,et al.  Neural networks for pattern recognition , 1995 .

[11]  Jude W. Shavlik,et al.  Interpretation of Artificial Neural Networks: Mapping Knowledge-Based Neural Networks into Rules , 1991, NIPS.

[12]  Brian Lees Engineering design support through case-based reasoning , 1997 .

[13]  John Hunt,et al.  Hybrid case-based reasoning , 1994, The Knowledge Engineering Review.

[14]  A. Mathew,et al.  ANALYSIS OF MASONRY PANEL UNDER BIAXIAL BENDING USING ANNS AND CBR , 1999 .

[15]  Albert Nigrin,et al.  Neural networks for pattern recognition , 1993 .

[16]  Costas Tsatsoulis,et al.  Integrating Case-Based Reasoning and Decision Theory , 1997, IEEE Expert.

[17]  E.B Reategui,et al.  Combining a neural network with case-based reasoning in a diagnostic system , 1997, Artif. Intell. Medicine.

[18]  Man Systems,et al.  1996 Biennial Conference of the North American Fuzzy Information Processing Society - NAFIPS , 1996 .