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Inductive Modelling of Temporal Sequences by Means of Self-organization

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F07%3A03132260" target="_blank" >RIV/68407700:21230/07:03132260 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Inductive Modelling of Temporal Sequences by Means of Self-organization

  • Original language description

    In this paper we present a new self-organizing neural network, which builds a spatio-temporal model of an input temporal sequence inductively. The network is an extension of Kohonen's Self-organizing Map with a modified Hebb's rule for update of temporalsynapses. The model building behavior is shown on inductive learning of a transition matrix from a data generated by a Markov Chain.

  • Czech name

    Inductive Modelling of Temporal Sequences by Means of Self-organization

  • Czech description

    In this paper we present a new self-organizing neural network, which builds a spatio-temporal model of an input temporal sequence inductively. The network is an extension of Kohonen's Self-organizing Map with a modified Hebb's rule for update of temporalsynapses. The model building behavior is shown on inductive learning of a transition matrix from a data generated by a Markov Chain.

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2007

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Proceeding of International Workshop on Inductive Modelling

  • ISBN

    978-80-01-03881-9

  • ISSN

  • e-ISSN

  • Number of pages

    9

  • Pages from-to

    269-277

  • Publisher name

    Czech Technical University

  • Place of publication

    Prague

  • Event location

    Praha

  • Event date

    Sep 23, 2007

  • Type of event by nationality

    EUR - Evropská akce

  • UT code for WoS article