"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.,  ddumitrcs.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
DUMITRESCU,D.,B Lazzerini,Evolutionary Computation, CRC Press, New York, Boca Raton, 2000
DUMITRESCU,D.,B Lazzerini,Fuzzy Sets and treir Application in Training and Clustering , CRC Press, New York, Boca Raton, 2000
DUMITRESCU, D.,Principiile Inteligentei artificiale, Editura Albastra, Cluj,2000.
DUMITRESCU, D.,Principiile teoriei clasificarii, Editura Academiei, Bucuresti,2000.
DUMITRESCU, D.,Algoritmi genetici si strategii evolutive. Aplicatii in Inteligenta Artificiala, Editura Albastra, Cluj,2000.
DUMITRESCU, D., Inteligenta artificiala, Univ. "Babes-Bolyai", 1995.
DUMITRESCU, D., Modele conexioniste in Inteligenta Artificiala, Univ. "Babes-Bolyai", 1995.
DUMITRESCU, D., Retele Neuronale, Teora, 1997
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.
Assessment