"Babes-Bolyai" University of Cluj-Napoca
Faculty of Mathematics and Computer Science

Machine learning and pattern recognition
Code
Semes-
ter
Hours: C+S+L
Credits
Type
Section
MI069
7
2+0+2
6
optional
Informatică
MI069
7
2+0+2
6
optional
Matematică-Informatică
Teaching Staff in Charge
Prof. DUMITRESCU Dan Dumitru, Ph.D., ddumitr@cs.ubbcluj.ro
Aims
Content
1. Basic models of learning machines
2. Basuc data mining models
3. Fuzzy clustering
4. Neural network for clustering, and data mining
5. Neural network for pattern recognition
6. Evolutionary models for learning machines
References
Goldberg, D. E., Genetic Algorithms in Search, Optimization , and Machine Learning, Addison , Reading, 1989.
Michalewicz, Z., Genetic Algorithms+ Data Structures= Evolution Programs, Springer, Berlin, 1992.
Dumitrescu, D. Algoritimi Genetici si Strategii Evolutive, Editura Albastra, Cluj_Napoca, 2000.
Dumitrescu, D.,Lazzerini, B. , Evolutionary Computation , CRC Press, Boca Raton , New York, 2000.
Dumitrescu ,D., Lazzerini B., Jain, L. C. ,Fuzzy Sets and Their Application in Learning and Clustering, CRC Press, Boca Raton , New York , 2000.
Dumirescu, D., Principiile Matematice ale Teoriei Clasificarii, Editura Academiei,Bucuresti, 1999.
Dumirescu, D., Retele Neuronale, Editura Teora, Bucuresti, 1996
Assessment