Результаты исследований: Публикации в книгах, отчётах, сборниках, трудах конференций › статья в сборнике материалов конференции › научная › Рецензирование
External consistency maintenance algorithm for chain and stellate structures of algebraic bayesian networks : Statistical experiments for running time analysis. / Kharitonov, Nikita; Malchevskaia, Ekaterina; Zolotin, Andrey; Abramov, Maksim.
Proceedings of the 3rd International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’18) - Volume 2. ред. / Valery Tarassov; Sergey Kovalev; Andrey Sukhanov; Ajith Abraham; Vaclav Snasel. Springer Nature, 2019. стр. 23-30 (Advances in Intelligent Systems and Computing; Том 875).Результаты исследований: Публикации в книгах, отчётах, сборниках, трудах конференций › статья в сборнике материалов конференции › научная › Рецензирование
}
TY - GEN
T1 - External consistency maintenance algorithm for chain and stellate structures of algebraic bayesian networks
T2 - 3rd International Scientific Conference on Intelligent Information Technologies for Industry, IITI 2018
AU - Kharitonov, Nikita
AU - Malchevskaia, Ekaterina
AU - Zolotin, Andrey
AU - Abramov, Maksim
PY - 2019/1/1
Y1 - 2019/1/1
N2 - This article describes an experiment demonstrating the running time of the algorithm for maintainance of external consistency in algebraic Bayesian networks. In the experiment, the stellate and chain structures of algebraic Bayesian networks are compared. The results of the experiment demonstrate the dependency of the algorithm complexity on the number of atoms in the network, as well as on the intersections and in the fragments of knowledge.
AB - This article describes an experiment demonstrating the running time of the algorithm for maintainance of external consistency in algebraic Bayesian networks. In the experiment, the stellate and chain structures of algebraic Bayesian networks are compared. The results of the experiment demonstrate the dependency of the algorithm complexity on the number of atoms in the network, as well as on the intersections and in the fragments of knowledge.
KW - алгебраические байесовские сети
KW - Algebraic bayesian networks
KW - Global probabilistic-logic inference
KW - Knowledge patterns
KW - Maintenance of external consistency
KW - Probabilistic graphical models
KW - Statistical experiments
UR - http://www.scopus.com/inward/record.url?scp=85058541981&partnerID=8YFLogxK
UR - http://www.mendeley.com/research/external-consistency-maintenance-algorithm-chain-stellate-structures-algebraic-bayesian-networks-sta
U2 - 10.1007/978-3-030-01821-4_3
DO - 10.1007/978-3-030-01821-4_3
M3 - Conference contribution
AN - SCOPUS:85058541981
SN - 9783030018207
T3 - Advances in Intelligent Systems and Computing
SP - 23
EP - 30
BT - Proceedings of the 3rd International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’18) - Volume 2
A2 - Tarassov, Valery
A2 - Kovalev, Sergey
A2 - Sukhanov, Andrey
A2 - Abraham, Ajith
A2 - Snasel, Vaclav
PB - Springer Nature
Y2 - 17 September 2018 through 21 September 2018
ER -
ID: 36791554