Each Wednesday: group 1 at 12:00h, group 2 at 16:00h.
Instruction Language: English.
For a German version of this web page please click the 'Deutsch' button at the top right corner.
Examinations:
Program
Type
Requirements
Informatics,
Diplom
: Leistungsnachweis
-> must pass tutorial
Informatics,
Diplom
: Fachprüfung
-> oral examination (30 min)
Informatics,
Bachelor
: Module
-> oral examination (30 min)
Automation & Robotics,
Master
: Module
-> oral examination (30 min)
Description:
Typically, Computational Intelligence is used as an umbrella term for the fields of
artificial neural nets (ANN), fuzzy systems (FS) and evolutionary computation (EC).
This course offers a thorough introduction into all three fields.
Foundations of ANN: McCulloch-Pitts nets, perceptrons, Hopfield nets,
supervised and unsupervised learning, backpropagation.
Foundations of FS: Fuzzy sets, fuzzy numbers, fuzzy logic, fuzzy reasoning.
Foundations of EC: Algorithmic basics, parameterization, analysis methods, limits of deployment.
Students should get an overview about the different aspects of Computational Intelligence.
They should be familiar with the essential elements in all three fields (ANN, FS, EC) and
able to deploy and adapt these methods for real applications. Moreover, they should be
able to assess when to deploy these methods and when not.
Slides:
13.10.10
Artificial Neural Networks I
20.10.10
Artificial Neural Networks II
27.10.10
Artificial Neural Networks III
03.11.10
Artificial Neural Networks IV
10.11.10
Fuzzy Systems I
17.11.10
Fuzzy Systems II
24.11.10
Fuzzy Systems III
01.12.10
Fuzzy Systems IV
08.12.10
cancelled
15.12.10
Fuzzy Systems V
(to be delivered)
05.01.11
Evolutionary Algorithms I
12.01.11
Evolutionary Algorithms II (Part A)
Evolutionary Algorithms II (Part B)
19.01.11
Evolutionary Algorithms III
26.01.11
Evolutionary Algorithms IV
02.02.11
Swarm Intelligence
Literature:
Raul Rojas: Neural Networks - A Systematic Introduction. Spinger 1996. Available online.
G.J. Klir and B. Yuan: Fuzzy Sets and Fuzzy Logic. Prentice Hall 1995.