Bibliography

Conference Paper (international conference)

Characteristic imset: a simple algebraic representative of a Bayesian network structure

: Proceedings of the 5th European Workshop on Probabilistic Graphical Models (PGM 2010), p. 257-264 , Eds: Myllymaki Petri, Roos Teemu, Jaakkola Tommi

: 5th European Workshop on Probabilistic Graphical Models, (Helsinki, FI, 13.09.2010-15.09.2010)

: CEZ:AV0Z10750506

: 1M0572, GA MŠk, GA201/08/0539, GA ČR

: characteristic imset, Bayesian network strucutre, essential graph

: http://library.utia.cas.cz/separaty/2010/MTR/studeny-characteristic imset a simple algebraic representative of a bayesian network structure.pdf

(eng): Basic idea of algebraic and geometric approach to learning Bayesian nets is recalled. A simpler algebraic representative, called the characteristic imset, is proposed. It is a 0-1 vector, obtained from the former representative, standard imset, by an affine trensformation. It is closer to graphical decription. The relation to the essential graph is established.

: BA