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Modeling and simulation of biological systems with artificial intelligence

Anotace

Application of machine learning methods in biomedical engineering. Solution of selected cases of detection, segmentation and classification of biological signals. Design, tuning and implementation of machine learning methods for training and validation of supervised learning. Objective performance assessment of machine learning methods based on selected objectification parameters.

Povinná literatura

[1] Biomedical modeling and simulation on a pc: a workbench. S.l.: Springer, 2012. ISBN 9781461391654 .
[2] MEURS, Willem van. Modeling and simulation in biomedical engineering: applications in cardiorespiratory physiology. 1. New York: McGraw-Hill, c2011. ISBN 978-0071714457.
[3] CHRISTOPOULOS, Arthur. Biomedical applications of computer modeling. Boca Raton: CRC Press, c2001. Pharmacology & toxicology (Boca Raton, Fla.). ISBN 9780849301001 .
[4] KITTNAR, Otomar a Mikuláš MLČEK. Atlas fyziologických regulací: 329 schémat. Praha: Grada, 2009, 316 s. ISBN 978-80-247-2722-6 .
[4] MITCHELL, Tom Michael. Machine learning. McGraw-Hill series in computer science. Boston: WCB/McGraw-Hill, c1997. ISBN 0-07-042807-7.
[5] DEISENROTH, Marc Peter; FAISAL, A. Aldo a ONG, Cheng Soon. Mathematics for machine learning. Cambridge: Cambridge University Press, 2020. ISBN 978-1-108-47004-9.

Advised literature

[1] Tiefenbach,P: Biokybernetika, Sylaby na WWW stránkách katedry, 2002,
[2] Penhaker,M: Biokybernetika, Sylaby na WWW stránkách katedry, 2002,
[3] Samson Wright: Klinická fyziologie Praha 1987.
[4] Stefan Silbernagl, Agamemnom Despopoulos: Atlas fyziologie člověka. Praha 1984.
[5] Wiliam F. Canong: Přehled lékařské fyziologie. Praha 1976.
[6] Hrazdíra, I.: Biofyzika. Praha, Avicenum 1990.
[7] Nečas, O.: Biologie. Praha, Avicenum 1982.
[8] Dvořák - Maršík - Andrej: Biotermodynamika. Praha, Akademia, 1985.


Language of instruction čeština, angličtina
Code 450-4111
Abbreviation MaSBSsUI
Course title Modeling and simulation of biological systems with artificial intelligence
Coordinating department Department of Cybernetics and Biomedical Engineering
Course coordinator Ing. Jan Kubíček, Ph.D.