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2015 | 6 | 63--67
Tytuł artykułu

Consistency-Based Preprocessing for Classification of Data Coming from Evaluation Sheets of Subjects with ASDs

Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In general, the aim of our research is to adapt computational intelligence methods for computer-aided decision support in diagnosis and therapy of persons with Autism Spectrum Disorders (ASDs). In the paper, we are focusing on the data preprocessing step for cleaning a training data set for classifiers. An approach based on consistency factors is proposed.(original abstract)
Rocznik
Tom
6
Strony
63--67
Opis fizyczny
Twórcy
  • University of Management and Administration Zamość, Poland
  • Cardinal Stefan Wyszynski University, Warsaw, Poland
Bibliografia
  • R. Greenes, Clinical Decision Support. The Road Ahead. Elsevier Inc., 2007.
  • Z. Pawlak, Rough Sets. Theoretical Aspects of Reasoning about Data. Dordrecht: Kluwer Academic Publishers, 1991.
  • Z. Suraj, "Some remarks on extensions and restrictions of information systems," in Rough Sets and Current Trends in Computing, ser. Lecture Notes in Artificial Intelligence, W. Ziarko and Y. Yao, Eds. Berlin Heidelberg: Springer Verlag, 2001, vol. 2005, pp. 204-211.
  • ] Z. Suraj, K. Pancerz, and G. Owsiany, "On consistent and partially consistent extensions of information systems," in Proceedings of the RSFDGrC'2005, ser. Lecture Notes in Artificial Intelligence, D. Slęzak et al., Eds. Berlin Heidelberg: Springer Verlag, 2005, vol. 3641, pp. 224-233.
  • Ł. Piątek, K. Pancerz, and G. Owsiany, "Validation of data categorization using extensions of information systems: Experiments on melanocytic skin lesion data," in Proceedings of the FedCSIS'2011, M. Ganzha, L. Maciaszek, and M. Paprzycki, Eds., Szczecin, Poland, 2011, pp. 147- 151.
  • K. Pancerz, "On selected functionality of the classification and prediction software system (CLAPSS)," in Proceedings of the IDT'2015, Zilina, Slovakia, 2015, pp. 267-274.
  • "Extensions of information systems: The rough set perspective," ser. Lecture Notes in Computer Science, J. Peters, A. Skowron, M. Chakraborty, W.-Z. Wu, and M. Wolski, Eds. Berlin Heidelberg: Springer-Verlag, 2009, vol. 5656, pp. 157-168.
  • M. Moshkov, A. Skowron, and Z. Suraj, "On testing membership to maximal consistent extensions of information systems," in Rough Sets and Current Trends in Computing, ser. Lecture Notes in Artificial Intelligence, S. Greco, Y. Hata, S. Hirano, M. Inuiguchi, S. Miyamoto, H. S. Nguyen, and R. Slowinski, Eds. Berlin Heidelberg: SpringerVerlag, 2006, vol. 4259, pp. 85-90.
  • Z. Pawlak and A. Skowron, "Rudiments of rough sets," Information Sciences, vol. 177, pp. 3-27, 2007. doi: 10.1016/j.ins.2006.06.003
  • K. Pancerz, O. Mich, A. Burda, and J. Gomuła, "A tool for computeraided diagnosis of psychological disorders based on the mmpi test: an overview," in Applications of Computational Intelligence in Biomedical Technology, ser. Studies in Computational Intelligence, R. Bris, J. Majernik, K. Pancerz, and E. Zaitseva, Eds. Springer International Publishing, 2016, vol. 606, pp. 201-213.
  • D. Lachar, The MMPI: Clinical assessment and automated interpretations. Fate Angeles: Western Psychological Services, 1974.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.ekon-element-000171422742

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