Abstract:
The paper deals with the sharing of AQ-learning and DSM-method in the problem of identifying cause-and-effect relationships in the data of psychological testing. AQ-learning is used to describe the description of a group of subjects with the rules. Description of the group serves as a basis for building a base of facts for JSM method. To suggest hypotheses about causal relations in the database of facts the first phase of the DSM method is used for. A complete algorithm developed is described. It is provided guidance on the method’s application. It is presented the comparative analysis of the results obtained by the proposed method with the results of statistical analysis.
Keywords:
data mining, the cause-effect relationships, JSM method, AQ-learning, statistical analysis, psychological testing.
Citation:
A. I. Panov, “Identifying the reasons and effects in data of psychological testing by logical methods”, Artificial Intelligence and Decision Making, 2013, no. 1, 24–32; Scientific and Technical Information Processing, 41:5 (2013), 275–282
\Bibitem{Pan13}
\by A.~I.~Panov
\paper Identifying the reasons and effects in data of psychological testing by logical methods
\jour Artificial Intelligence and Decision Making
\yr 2013
\issue 1
\pages 24--32
\mathnet{http://mi.mathnet.ru/iipr386}
\elib{https://elibrary.ru/item.asp?id=19096185}
\transl
\jour Scientific and Technical Information Processing
\yr 2013
\vol 41
\issue 5
\pages 275--282
\crossref{https://doi.org/10.3103/S0147688214050049}
Linking options:
https://www.mathnet.ru/eng/iipr386
https://www.mathnet.ru/eng/iipr/y2013/i1/p24
This publication is cited in the following 3 articles:
Ivan V. Smirnov, Anastasiya V. Ushakova, Natalya V. Chudova, Lecture Notes in Computer Science, 12412, Artificial Intelligence, 2020, 325
Dmitry Devyatkin, Communications in Computer and Information Science, 1093, Artificial Intelligence, 2019, 189
N. V. Chudova, A. I. Panov, “Causal inference in psychological data in the case of aggression”, 44, no. 6, 2016, 424–429