Babes-Bolyai University of Cluj-Napoca
Faculty of Mathematics and Computer Science
Study Cycle: Master

SUBJECT

Code
Subject
MI290 Genetic Programming - Automated Code Generation
Section
Semester
Hours: C+S+L
Category
Type
Intelligent Systems - in English
2
2+2+0
compulsory
Teaching Staff in Charge
Prof. DUMITRESCU Dan Dumitru, Ph.D.,  ddumitrcs.ubbcluj.ro
Aims
The basic principles, models and algorithms of Genetic Programming are presented.
Content
- Program discovery;
- Program language generator;
- GP representation;
- Tree structure initialization;
- Fitness computing;
- GP search operators - mutation and recombination;
- Introns;
- Population models;
- Parallel implementation of GP.
References
1. KOZA, J.,R., Genetic Programming, MIT Press, 1992.
2. KOZA, J.,R., Genetic Programming, Vol. 2, MIT Press, 1994.
3. KOZA, J.,R., Genetic Programming, Vol. 3, MIT Press, 2000.
4. BANZHAF, W., NORDIN, P., KELLER, R., FRANCONE. F., Genetic Programming,.Morgan Kaufmann, San Franscisco, 1998.
5. DUMITRESCU, D. LAZZERINI, B., JAIN. L., Evolutionary Computation, CRC Press, Boca Raton, New York, 2000.
Assessment
Links: Syllabus for all subjects
Romanian version for this subject
Rtf format for this subject