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CODE 80407
ACADEMIC YEAR 2016/2017
CREDITS
SCIENTIFIC DISCIPLINARY SECTOR INF/01
LANGUAGE Italiano (Inglese a richiesta)
TEACHING LOCATION
SEMESTER 2° Semester
TEACHING MATERIALS AULAWEB

AIMS AND CONTENT

TEACHING METHODS

Class and outside preparation

SYLLABUS/CONTENT

  • Neural Networks (notes)
  • Ensemble of learning machines
  • Evolutionary Algorithms (Genetic Algorithms, Evolutionary Stategies, Genetic Programming)
  • Particle Swarm Optimization
  • Simulated Annealing
  • Fuzzy sets – Approximate reasoning
  • Fuzzy systems
  • Neuro-Fuzzy Systems
  • Applications to  combinatorial optimization and to machine learning (in particular to clustering)
  • Case studies in bioinformatics, ambient assisted living, activity analysis and recognition and emotion recognition.

RECOMMENDED READING/BIBLIOGRAPHY

D.E. Goldberg. Genetic Algorithms in Search, Optimization and Machine Learning, Addison Wesley, 1989 (MAT 68-1989-48IN, CHI M.9, ING1 A.ELE.T.0264)
S. O. Haykin, Neural Networks and Learning Machines, Prentice Hall, 2009
H.J. Zimmermann, Fuzzy set theory and its applications, 2ed., Kluwer Academic Publishers, 1996 (MAT 04-1996-01, MAT 04-1996-02, LETT 14.E.169)

TEACHERS AND EXAM BOARD

LESSONS

Class schedule

The timetable for this course is available here: Portale EasyAcademy

EXAMS

EXAM DESCRIPTION

Oral examination and project discussion