Faculty of Technical Sciences

Subject: Selected chapters of artificial intelligence in biomedical applications (17.DBMI19)

Native organizations units: No data
General information:
 
Category Scientific-professional
Scientific or art field Biomedicinsko inženjerstvo
Interdisciplinary Yes
ECTS 10
Educational goal:

Students should be acquainted with current literature and take part in active research work in artificial intelligence.

Educational outcome:

Students should be acquainted with current literature and take part in active research work in artificial intelligence.

Course content:

Neural Networks, Fuzzy Logic, Support Vector Machines. Part of the teaching activity on the subject is done through independent research and study work in the field of artificial intelligence, in biomedical applications. Research and study work includes active monitoring of primary research resources, organization and execution of experiments, numerical simulations, optional writing a paper on artificial intelligence in biomedical applications.

Teaching methods:

Lectures and consultations. Research and study work.

Literature:
Authors Title Year Publisher Language
Barro, S., Marin, R. Fuzzy logic in medicine 2002 Physica-Verlag, Heidelberg English
Klir, G.J., Yuan, B. Fuzzy Sets and Fuzzy Logic: Theory and Applications 1995 Prentice Hall, Upper Saddle River, New Jersey English
Vojislav Kecman Learning and Soft Computing:SVM, Neural Networks, and Fuzzy Logic Models (Complex Adaptive Systems) 2001 The MIT Press
Barro, S., Marin, R. Fuzzy Logic in Medicine 2002 Physica-Verlag, Heidelberg English
Vojislav Kecman Learning and Soft Computing:SVM, Neural Networks, and Fuzzy Logic Models (Complex Adaptive Systems) 2001 The MIT Press English
Hudson, D. L., Cohen, M. E. Neural Networks and Artificial Intelligence for Biomedical Engineering 2000 IEEE Press English
Ross, T.J. Fuzzy logic with engineering applications 2004 John Wiley & Sons, Chichester English
grupa autora selektovani članci iz časopisa 2019
grupa autora selektovani članci iz časopisa 2019 Serbian language
Te-Ming Huang, Vojislav Kecman, Ivica Kopriva Kernel Based Algorithms for Mining Huge Data Sets 2006 Springer
Kishan Mehrotra,Chilukuri K.Mohan, Sanjay Ranka Elements of Artificial Neural Networks 1996 The MIT Press
Arvin Agah Medical applications of artificial intelligence 2014 CRC PressTaylor & Francis Group English
Ross, T.J. Fuzzy logic with engineering applications 2004 John Wiley & Sons, Chichester English
Knowledge evaluation:
Course activity Pre-examination Obligations Number of points
Oral part of the exam No Yes 50.00
Project Yes Yes 50.00
Lecturers:

prof. dr Kulić Filip

Full Professor

Lectures

prof. dr Ilić Vojin

Full Professor

Lectures

Faculty of Technical Sciences

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© 2024. Faculty of Technical Sciences.