Institute of Information Theory and Automation

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Publication details

Perfect sequences for belief networks representation

Conference Paper (international conference)

Jiroušek Radim, Vejnarová Jiřina

serial: Proceedings of the 13th IEEE International Conference on Tools in Artificial Intelligence, p. 87-96

publisher: IEEE Computer Society Press, (Los Alamitos 2001)

action: IEEE International Conference on Tools in Artificial Intelligence /13./, (Dallas, US, 07.11.2001-09.11.2001)

research: AV0Z1075907

project(s): OK 403, GA MŠk, KONTAKT 1999-24, AKTION

keywords: belief networks, probability and possibility theories, operators of composition

abstract (eng):

Most approaches used to represent multidimensional probability distributions are based on graphical Markov modelling. Here we present another technique - we describe a process by which a multidimensional distribution can be composed from a "generating sequence" - a sequence of lowdimensional distributions. The main advantage of this approach is that the same apparatus based on operators of composition can be applied for description of both probabilistic and possibilistic models.

Cosati: 12A


2012-12-21 16:10