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Rule creation based on decision tables in knowledge-based systems development platform

Авторы: Nikolaychuk O.A., Pavlov A.I., Stolbov A.B.

Журнал: CEUR Workshop Proceedings: 3rd Scientific-Practical Workshop Information Technologies: Algorithms, Models, Systems (ITAMS 2020; Irkutsk, 3 September 2020)

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Год: 2020

Отчётный год: 2020

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Аннотация: New results related to rule-based reasoning component of knowledge-based systems development platform are considered in the paper. Namely, the technique for the alternative way of rule creation based on the decision table approach is proposed. The data model of the decision table in the context of the platform, the transformation scheme from the decision table into rules are suggested. The implementation issues based on previously developed components are also discussed. The graphical user interface and database diagram are shown. As an illustrative example, the problem of identification of degradation processes of mechanical systems is chosen. The proposed technique is well suited for situations when there are numerous combinations of the facts of quite large set of templates in condition and action parts of rules. The end-user benefits are to represent knowledge in a tabular form that is convenient for analysis and evaluation, as well as to reduce the number of actions when creating a rule by the description of repeated actions in the transformation scheme.

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