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Courses in previous years: [2001| 2000| 1999| 1998| 1997| 1996]

T-61.181 SPECIAL COURSE IN INFORMATION SCIENCE I (3 OV)(L)

TIME IN SELF-ORGANIZING MAPS, AUTUMN 2002

Lecturers: D.Sc. Kimmo Raivio and Prof. Olli SimulaAssistant: Pasi LehtimäkiSemester: Autumn 2002Credit points: 3 crPlace: Seminar room Y313 in the main building of HUTTime: Mondays 14-16, starting from September 16Language: English or FinnishHomepage:http://www.cis.hut.fi/Opinnot/T-61.181/

SEMINAR COURSE DESCRIPTION

This graduate course is based on a review articleTime in Self-organizingmaps: An overview of modelswritten by G de A. Barreto and A. F. R.Araujo and published in International Journal of Computer Research vol. 10,no. 2, pp. 235-259, 2000. The article is about neural models designed toprocess sequential patterns in engineering and cognitive applications. Thistype of pattern holds both spatial and temporal information i.e. the samples ofspatiotemporal sequence have a temporal order, they have a duration in time,there is a density of patterns in a sequence and the ordered operations cannotbe inverted. The main concepts related to the process of spatiotemporalsequences are discussed and various methods to incorporate time dimensioninto the network dynamics are considered. Most of the models presented inthe article are based on Kohonen's self-organizing feature map, but also someother neural methods related to spatiotemporal data analysis can beconsidered depending on participates interests and the number of participates.

PREREQUISITES

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