Bibliografie

Conference Paper (international conference)

Polyhedral approach to statistical learning graphical models

Studený Milan, Haws D., Hemmecke R., Lindner S.

: Harmony of Gröbner Bases and the Modern Industrial Society, p. 346-372

: The 2nd CREST-SBM International Conference "Harmony of Groebner Bases and the Modern Industrial Society", (Osaka, JP, 28.06.2012-2.07.2012)

: GA201/08/0539, GA ČR

: Bayesian network stucture, standard imset, characteristic imset, polyhedral geometry

: 10.1142/9789814383462_0020

: http://library.utia.cas.cz/separaty/2012/MTR/studeny-polyhedral approach to statistical learning graphical models.pdf

(eng): The statistical task to learn graphical models of Bayesian network structure leads to the study of special polyhedra. In the paper, we offer an overview of our polyhedral approach to learning these statistical models. First, we report on the results on this topic from our recent papers. The second part of the paper brings some specific additional results inspired by this approach.

: BA