A Tool for Automatic Creation of Rule-Based Expert Systems with CFs

Abstract : This paper introduces a tool, namely ACRES (Automatic CReator of Expert Systems), which can automatically produce rule-based expert systems as CLIPS scripts from a dataset containing knowledge about a problem domain in the form of a large number of cases. The rules are created via a simple systematic approach and make use of certainty factors (CFs). CFs of same conclusions can be combined either using the MYCIN method or a generalization of MYCIN's method. This latter method requires calculation of some weights, based on a training dataset, via the use of a genetic algorithm. Creation of an expert system is outlined. Small scale experimental results comparing the above methods with each other and a neural network are finally presented.
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Harris Papadopoulos; Andreas S. Andreou; Max Bramer. 6th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations (AIAI), Oct 2010, Larnaca, Cyprus. Springer, IFIP Advances in Information and Communication Technology, AICT-339, pp.195-202, 2010, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-16239-8_27〉
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Ioannis Hatzilygeroudis, Konstantinos Kovas. A Tool for Automatic Creation of Rule-Based Expert Systems with CFs. Harris Papadopoulos; Andreas S. Andreou; Max Bramer. 6th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations (AIAI), Oct 2010, Larnaca, Cyprus. Springer, IFIP Advances in Information and Communication Technology, AICT-339, pp.195-202, 2010, Artificial Intelligence Applications and Innovations. 〈10.1007/978-3-642-16239-8_27〉. 〈hal-01060668〉

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