Code: 17DAUIBI Artificial Intelligence for Biomedical Engineering
Lecturer: doc.RNDr.Ing. Marcel Jiĝina Ph.D. Weekly load: 2+0 Assessment: ZK
Department: 17112 Credits: 5 Semester: W,S
Description:
Definition of artificial intelligence. State and state space, searching within state space - informed methods (gradient-based alg., branch and bound, A*) andnon-informed methods (depth-first and breadth-first search methods).Mathematical logic, resolution. Recognition - feature and structural-basedmethods, classification, criterion of minimal distance and minimal error.
Machine learning, decision trees. Knowledge-based and expert systems.
Contents:
1. Definition of artificial intelligence, systems and models, feedback,
adaptation.
2. State and state space, searching state space.
3. Informed methods of searching (branch and bound, A*) and non-informed methods of searching (deep-first and wide-first search).
4. Mathematical logic (propositional and predicate calculus), proving of
theorems, resoltion.
5. Recognition - feature-based methods, classification, criterion of minimal
distance and minimal error.
6. Recognition - structural methods, deformation schema, classification
7. Analysis, synthesis and processing of speech. Cepstral analysis, dynamic
programming, syntax and semantics.
8. Machine learning, decision trees.
9. Knowledge and expert systems (diagnistic, planning and hybrid). Extraction ofknowledge for expert systems.
10. Distributed artificial intelligence, multi-agent systems (reactive,
intencional, social agents), coordination, cooperation, communication.
11. Evolution techniques, genetic algorithms, evolution programming, genetic
programming, gramatic evolution.
12. Neural networks, classifiers, approximators, multilayer perceptron network,methods of learning and recalling.
13. Fuzzy logic and fuzzy systems.
14. Artificial intelligence in control engineering and robotics.

Recommended literature:
[1]Philip C. Jackson: Introduction to Artificial Intelligence, 1985, ISBN:
048624864X
[2]Henry Brighton, Howard Selina: Introducing Artificial Intelligence, 2004,
ISBN: 1840464631
Keywords:
artificial inteligence, state space, recognition, classification, expert systems