188.413 Self-Organizing Systems
This course is in all assigned curricula part of the STEOP.
This course is in at least 1 assigned curriculum part of the STEOP.

2018W, VU, 3.0h, 4.5EC

Properties

  • Semester hours: 3.0
  • Credits: 4.5
  • Type: VU Lecture and Exercise

Aim of course

Students will obtain an in-depth introduction to unsupervised learning methods: models, theories, and application examples.

Subject of course

Unsupervised Learning models, such as self-organizing maps, growing hierarchical structures, cellular automata, ant colony optimisation, ...

 

Lecture Dates:

  • 8.10.:  Introduction;
  • tba: Genetic Algorithms, Cellular Automata, Swarms
  • tba: Multi-Agent Systems
  • tba: (back-up slot)
  • tba:   SOM 1: Basics, Architecture, Training Process
  • tba: SOM 2: Visualizations: class distributions, densities, cluster boundaries, topology violations
  • tba SOM 3: visualizations (cont.), Quality Measures,  SOM Comparisons, related Architectures
  • tba:   Swarm Systems 1
  • tba:   Swarm Systems 2

ECTS/Effort:

Lectures: 8 sessions a 2h: 16h

Literature: 10h

Exercises:

    Ex1: 20h

    Ex2: 20h

    Ex3: 20h

Exam Preparation: 25.5h

Exam: 1h

SUM: 112.5h

Lecturers

Institute

Course dates

DayTimeDateLocationDescription
Mon13:00 - 15:0008.10.2018 - 21.01.2019EI 8 Pötzl HS Vorlesung
Tue10:00 - 12:0027.11.2018EI 8 Pötzl HS SOM 4 - Lecture
Self-Organizing Systems - Single appointments
DayDateTimeLocationDescription
Mon08.10.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon15.10.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon22.10.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon29.10.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon05.11.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon12.11.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon19.11.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon26.11.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Tue27.11.201810:00 - 12:00EI 8 Pötzl HS SOM 4 - Lecture
Mon03.12.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon10.12.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon17.12.201813:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon07.01.201913:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon14.01.201913:00 - 15:00EI 8 Pötzl HS Vorlesung
Mon21.01.201913:00 - 15:00EI 8 Pötzl HS Vorlesung

Examination modalities

Exercises and written exam

Course registration

Begin End Deregistration end
30.08.2018 00:00 22.10.2018 23:59 21.11.2018 23:59

Curricula

Literature

No lecture notes are available.

Accompanying courses

Language

if required in English