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Computational Intelligence

Code 11495
Year 1
Semester S2
ECTS Credits 6
Workload PL(30H)/T(30H)
Scientific area Informatics
Entry requirements Know how to program (preferably in C++) and have notions of probability and statistics.
Mode of delivery Face-to-face
Work placements Not applicable.
Learning outcomes Introduce the concepts, models and language adequate to problem resolution using computational intelligence. At the end of this course unit the student should be able to solve problems using the techniques of computational intelligence.
Syllabus 1-Neural networks
1.1-The artificial neuron
1.2-Supervised learning
1.3-Practical issues regarding supervised learning
1.4-Unsupervised learning
2-Evolutionary computation
2.1-Genetic algorithms
2.2-Genetic programming
2.3-Evolutionary strategies
2.4-Coevolution
3-Swarm intelligence
3.1-Particle swarm optimization
3.2-Ant colony optimization
4-Fuzzy systems
4.1-Fuzzy systems
4.2-Fuzzy inference
4.3-Fuzzy control
Main Bibliography Main:
-Andries P. Engelbrecht, Computational Intelligence, An Introduction, John Wiley & Sons, 2002.

Complementary:
-S. Haykin, Neural Networks: A Comprehensive Foundation, 2ª ed., Prentice Hall, 1998
-T. Bäck, D.B. Fogel, A. Michalewicz, Handbook of Evolutionary Computation, IOP Publishers and Oxford University Press, 1997
-J. Kennedy, R.C. Eberhart, Y. Shi, Swarm Intelligence, Morgan Kaufmann Publishers, 2001
-E. Cox, The fuzzy systems handbook: A practitioner's guide to building, using and maintaining fuzzy systems, Morgan Kaufmann Publishers, 1999
Planned learning activities and teaching methods At the end of this course unit the student should be able to solve problems using the techniques of computational intelligence. To accomplish this goal, there are theoretical classes that introduce the concepts, models and language adequate to problem resolution using the techniques of computational intelligence, and practical classes where the student has the opportunity to test her knowledge by writing programs that solve the proposed problems.
Language Portuguese. Tutorial support is available in English.
Last updated on: 2016-12-16

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