Artificial intelligence

Scientific journal

ISSN 2710-1673

ONLINE: ISSN 2710-1681

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Software implementation by induction of decision trees for classification of polytrauma: computational complexity

Andruschak I.1, Povstiana Y.1
1 Lutsk Natіonal Technіcal Unіversity

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UDC: 61:004.651(075.8)
Publication Language: Ukrainian
Stuc. intelekt. 2014; 19(2):100–106

Abstract: In this work was developed and implemented a method of inducing decision trees for classification problem polytrauma based on a number of biochemical parameters. The problems of computational complexity of the algorithm. The project was implemented in an environment based on Netbeans Java-classes.

Keywords: polytrauma, decision-making, decision tree, Java, SQL

References:

  1. Multiple and combined injuries – V.A. Sokolov, "GEOTAR" 2006.2. J..Han and M.Kamber, DataMining: Concepts and Techniques, Morgan Kaufmann, San Francisco, 1st edition, 2001.
  2. Han J. Data Mining: Concepts and Techniques / J. Han and M. Kamber – Morgan Kaufmann, SanFrancisco, 2001. – [1st ed.]
  3. T.Hastie, R.Tibshirani and J.H.Friedman, The Elements of Statistical Learning, Springer, New York, 1stedition, 2001.
  4. C.Ordonez, Comparing association rules and decision trees for disease prediction, In Proc. ACM HIKMWorkshop, 2006, pp. 17-24.
  5. C.Ordonez, Integrating K-means clustering with a relational DBMS using SQL, IEEE Transactions onKnowledge and Data Engineering (TKDE) 18(2) (2006), 188-201.
  6. J.R.Quinlan. Induction of decision trees. Machine Learning, 1: 81-106, 1986.
  7. J.R.Quinlan. C4.5: Programs for Machine Learning. Morgan Kaufmann, 1993.
  8. L.Breiman, J.Friedman, R.Olshen, and C.Stone. Classification and Regression Trees. WadsworthInternational Group, 1984.
  9. Martsenuk V.P., Kravets N.O. About the software environment of intelligent database / / Clinicalinformatics and telemedicine – 2004. – № 1. – P.47-53.
  10. Martsenuk V.P. Matematichnі modelі in sistemі pіdtrimki of acceptance rіshen insurance zabezpechennyalіkuvannya onkologіchnih zahvoryuvan: pіdhіd on osnovі dinamіki Gompertz / V.P. Martsenyuk, І.Ye.Andrushchak, І.S. Gvozdetska, N.Y. Klymuk / / Dopovіdі Natsіonalnoї akademії Sciences of Ukraine. –2012. – № 10. – Pp. 34-39.
  11. Martsenuk V.P. Pіdhіd on mathe osnovі actuarial models to problems strahovoї Medical / V.P.Martsenyuk, І.Ye. Andrushchak, N.Ya. Klymuk / / Medichna іnformatika that іnzhenerіya. Naukovyiimpractical magazine. – 2010. – № 4. – S. 85-87.
  12. Martsenuk V.P. On the model of cancer with a residence time on the stage, in accordance with thedistribution of the Gompertz / V.P. Martsenyuk, N.Y. Klymuk / / Control and Informatics. InternationalScience and Technology magazine. – 2012. – № 6. – S. 137-143.
  13. Martsenuk V.P., A.V. Semenets Medichna іnformatika. Іnstrumentalnі that ekspertnі system. – Ternopil:Ukrmedkniga 2004. – 222.

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