Machine learning and pattern recognition |
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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 |