Course details
Soft Computing
Guarantor
Language of instruction
Czech
Completion
Examination
Time span
- 26 hrs lectures
- 26 hrs projects
Department
Study literature
-
- Mehrotra, K., Mohan, C. K., Ranka, S.: Elements of Artificial Neural Networks, The MIT Press, 1997, ISBN 0-262-13328-8
- Munakata, T.: Fundamentals of the New Artificial Intelligence, Springer-Verlag New York, Inc., 2008. ISBN 978-1-84628-838-8
- Russel, S., Norvig, P.: Artificial Intelligence, Prentice-Hall, Inc., 1995, ISBN 0-13-360124-2, second edition 2003, ISBN 0-13-080302-2, third edition 2010, ISBN 0-13-604259-7
Fundamental literature
- Kriesel, D.: A Brief Introduction to Neural Networks, 2005, Fundamentals of the New Artificial Intelligence, Springer-Verlag New York, Inc., 2008. ISBN 978-1-84628-838-8
- Rutkowski, L.: Flexible Neuro-Fuzzy Systems, Kluwer Academic Publishers, 2004, ISBN 1-4020-8042-5
- Russel,S., Norvig,P.: Artificial Intelligence, Prentice-Hall, Inc., third edition 2010, ISBN 0-13-604259-7
Syllabus of lectures
- Introduction, Soft Computing concept explanation. Importance of tolerance of imprecision and uncertainty.
- Biological and artificial neuron, neural networks. Adaline, Perceptron. Madaline and BP (Back Propagation) neural networks.
- Adaptive feedforward multilayer networks.
- RBF and RCE neural networks. Topologic organized neural networks, competitive learning, Kohonen maps.
- CPN , LVQ, ART, Neocognitron neural networks
- Neural networks as associative memories (Hopfield, BAM, SDM).
- Solving optimization problems using neural networks. Stochastic neural networks, Boltzmann machine.
- Fuzzy sets, fuzzy logic and fuzzy inference.
- Genetic algorithms.
- Probabilistic reasoning.
- Rough sets.
- Chaos.
- Hybrid approaches (neural networks, fuzzy logic, genetic algorithms sets).
Course inclusion in study plans
- Programme IT-MGR-2, field MBI, 2nd year of study, Compulsory
- Programme IT-MGR-2, field MBS, MGM, MIS, MMI, MPS, MSK, any year of study, Elective
- Programme IT-MGR-2, field MIN, 1st year of study, Compulsory
- Programme IT-MGR-2, field MMM, any year of study, Compulsory-Elective
- Programme IT-MGR-2, field MPV, 2nd year of study, Compulsory-Elective