Abstract
The Copernicus system is a tool for computer-aided diagnosis of mental disorders based on personality inventories. Knowledge representation in the form of rules is the closest method to human activity and reasoning, among others, in making a medical diagnosis. Therefore, in the Copernicus system, rule-based classification of patients screened with the MMPI test is one of the most important parts of the tool. The main goal of the chapter is to give more precise view of this part of the developed tool.
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References
Bazan, J.G., Szczuka, M.S.: The rough set exploration system. In: Peters, J., Skowron, A. (eds.) Transactions on Rough Sets III, Lecture Notes in Computer Science, vol. 3400, pp. 37–56. Springer, Berlin Heidelberg (2005)
Butcher, J. (ed.): MMPI: Research Developments and Clinical Application. McGraw-Hill Book Company (1969)
Choynowski, M.: Multiphasic Personality Inventory (in Polish). Psychometry Laboratory Polish Academy of Sciences, Warsaw (1964)
Cios, K., Pedrycz, W., Swiniarski, R., Kurgan, L.: Data Mining A Knowledge Discovery Approach. Springer, New York (2007)
Dahlstrom, W., Welsh, G.: An MMPI A Guide to use in Clinical Practice. University of Minnesota Press, Minneapolis (1965)
Dahlstrom, W., Welsh, G., Dahlstrom, L.: An MMPI Handbook, vol. 1–2. University of Minnesota Press, Minneapolis (1986)
Duch, W., Kucharski, T., Gomuła, J., Adamczak, R.: Machine learning methods in analysis of psychometric data. Application to Multiphasic Personality Inventory MMPI-WISKAD (in polish). Toruń (1999)
Gomuła, J., Paja, W., Pancerz, K., Mroczek, T., Wrzesień, M.: Experiments with hybridization and optimization of the rules knowledge base for classification of MMPI profiles. In: Perner, P. (ed.) Advances on Data Mining: Applications and Theoretical Aspects, LNAI, vol. 6870, pp. 121–133. Springer, Berlin Heidelberg (2011)
Gomuła, J., Paja, W., Pancerz, K., Szkoła, J.: A preliminary attempt to rules generation for mental disorders. In: Proceedings of the International Conference on Human System Interaction (HSI 2010). Rzeszów, Poland (2010)
Gomuła, J., Paja, W., Pancerz, K., Szkoła, J.: Rule-based analysis of MMPI data using the Copernicus system. In: Hippe, Z., Kulikowski, J., Mroczek, T. (eds.) Human-Computer Systems Interaction. Backgrounds and Applications 2. Part II, Advances in Intelligent and Soft Computing, vol. 99, pp. 191–203. Springer, Berlin Heidelberg (2012)
Gomuła, J., Pancerz, K., Szkoła, J.: Computer-aided diagnosis of patients with mental disorders using the Copernicus system. In: Proceedings of the International Conference on Human System Interaction (HSI 2011). Yokohama, Japan (2011)
Gomuła, J., Pancerz, K., Szkoła, J., et al.: Classification of MMPI profiles of patients with mental disorders—Experiments with attribute reduction and extension. In: Yu, J. (ed.) Rough Set and Knowledge Technology, Lecture Notes in Artificial Intelligence, vol. 6401, pp. 411–418. Springer, Berlin Heidelberg (2010)
Gomuła, J., Pancerz, K., Szkoła, J.: Rule-based classification of MMPI data of patients with mental isorders: experiments with basic and extended profiles. Int. J. Comput. Intell. Syst. 4(5) (2011)
Greenes, R.: Clinical Decision Support: The Road Ahead. Elsevier, Amsterdam (2007)
Lachar, D.: The MMPI: Clinical Assessment and Automated Interpretations. Western Psychological Services, Fate Angeles (1974)
Płuzek, Z.: Value of the WISKAD-MMPI test for nosological differential diagnosis (in polish). The Catholic University of Lublin (1971)
Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques. Morgan Kaufmann (2005)
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This chapter has been partially supported by the grant from the University of Information Technology and Management in Rzeszów, Poland.
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Jachyra, D., Gomuła, J., Pancerz, K. (2014). Rule-Based Classification of Patients Screened with the MMPI Test in the Copernicus System. In: Iantovics, B., Kountchev, R. (eds) Advanced Intelligent Computational Technologies and Decision Support Systems. Studies in Computational Intelligence, vol 486. Springer, Cham. https://doi.org/10.1007/978-3-319-00467-9_3
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DOI: https://doi.org/10.1007/978-3-319-00467-9_3
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