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313. Machine learning helps physicians in diagnosing of mitral valve prolapsePetra Povalej Bržan, Mitja Lenič, Milan Zorman, Peter Kokol, Lenka Lhotska, Rado Pišot, 2003, original scientific article Abstract: In this paper we present a multimethod approach for induction of a specific class of classifiers, which can assist physicians in medical diagnosing in the case of mitral valve prolapse. Mitral valve prolapse is one of the most controversial prevalent cardiac condition and may affect up to ten percent of the population and in the worst case results in sudden death. MultiVeDec is a general framework enabling researchers to generate various intelligent tools based on machine learning. In this paper we focused on various decision tree methods, which are capable of extracting knowledge in a form closer to human perception, a feature that is very important in medical field. The experiment included classifiers with various classical single method approaches, evolutionary approaches, hybrid approaches and also our newest multimethod approach. The main concern of the latest approach is to find a way to enable dynamic combination of methodologies to the somehow quasi unified knowledge representation. The proposed multimethod approach was capable to outperform all other tested approaches by producing classifier for diagnosing mitral valve prolapse with the highest overall and average class accuracy. More importantly, it was also capable to find some new knowledge important in diagnosing of mitral valve prolapse. Published in RUP: 15.10.2013; Views: 3298; Downloads: 39 Link to full text |
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316. Kompolje - Pod malnomGojko Tica, 2009, master's thesis Keywords: arheološka izkopavanja, arheološka najdišča, Kompolje - Pod malnom, slovanska naselbina, keramika, lončene posode, Slovani, 10.st., magistrske naloge Published in RUP: 15.10.2013; Views: 4122; Downloads: 59 Full text (3,48 MB) |
317. Javni zavod: učinkovito delovanje v službi javnosti?Dijana Štraus Svetlik, 2006, undergraduate thesis Keywords: javni zavodi, javni interes, javni servis, uspešnost, učinkovitost, kakovost, vrednost za javnost, delovni procesi, projekti, procesna organizacija, komuniciranje, diplomska dela Published in RUP: 15.10.2013; Views: 2950; Downloads: 112 Link to full text This document has more files! More... |
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