Titlebook: Research and Development in Intelligent Systems XVII; Proceedings of ES200 Max Bramer,Alun Preece,Frans Coenen Conference proceedings 2001

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An Instance-Based Approach to Pattern Association Learning with Application to the English Past Tensbute weighting, improves upon the C4.5-based SPA algorithm and, when tested on the difficult case of irregular verbs, out-performs the current state of the art algorithm for this problem, the relational learner, FOIDL.

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Conference proceedings 2001ference on Knowledge Based Systems and Applied Artificial Intelligence, held in Cambridge in December 2000, together with an invited keynote paper by Professor Austin Tate. The conference was organised by SGES, the British Computer Society Specialist Group on Knowledge Based Systems and Applied Arti

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https://doi.org/10.1007/978-1-4471-0269-4Artifical Intelligence; Cisco; Expert; Knowledge-based; Systems; artificial intelligence; case-based reaso

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Formal Concept Analysis as a Support Technique for CBRowledge embedded in the cases. FCA applied on a case library provides an internal sight of the conceptual structure and allows finding patterns, regularities and exceptions among the cases. Moreover, it extracts certain dependence rules between the attributes describing the cases, that will be used to guide the query formulation process.

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Selecting Optimal Split-Functions for Large Datasetsrent sizes (from 200 to 20,000 tuples). The tests have shown that the two popular functions are very sensitive to the variation of the training set sizes and therefore the quality of the inferred trees is highly dependent on the training set size. At the same time however, we were able to show that

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Learning with C4.5 in a Situation Calculus Domaintle help from a domain expert. We feed C4.5 with temporal data generated in an Artificial Life environment, where the results of taking an action are not known to the creatures living in it. We show that C4.5 can discover causal rules, and has a good ability to prune irrelevant variables. We have mo