Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
Software implementation of reconciliation algorithms in algebraic Bayesian networks. / Kharitonov, Nikita A.; Tulupyev, Alexander L.; Zolotin, Andrey A.
Proceedings of 2017 20th IEEE International Conference on Soft Computing and Measurements, SCM 2017. ed. / S. Shaposhnikov. Institute of Electrical and Electronics Engineers Inc., 2017. p. 8-10 7970479.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
}
TY - GEN
T1 - Software implementation of reconciliation algorithms in algebraic Bayesian networks
AU - Kharitonov, Nikita A.
AU - Tulupyev, Alexander L.
AU - Zolotin, Andrey A.
PY - 2017/7/6
Y1 - 2017/7/6
N2 - Algorithms for algebraic Bayesian networks external and internal consistency maintenance are considered in the paper. An implementation of classes' structure representing algebraic Bayesian networks is proposed. The main approaches used in the consistency algorithms implementation as well as use cases of developed methods are provided. The proposed structure can later be re-used in the global inference algorithms implementation.
AB - Algorithms for algebraic Bayesian networks external and internal consistency maintenance are considered in the paper. An implementation of classes' structure representing algebraic Bayesian networks is proposed. The main approaches used in the consistency algorithms implementation as well as use cases of developed methods are provided. The proposed structure can later be re-used in the global inference algorithms implementation.
KW - algebraic Bayesian networks
KW - algprobabilistic graphical model
KW - consistency check
KW - machine learning
UR - http://www.scopus.com/inward/record.url?scp=85027153746&partnerID=8YFLogxK
U2 - 10.1109/SCM.2017.7970479
DO - 10.1109/SCM.2017.7970479
M3 - Conference contribution
AN - SCOPUS:85027153746
SP - 8
EP - 10
BT - Proceedings of 2017 20th IEEE International Conference on Soft Computing and Measurements, SCM 2017
A2 - Shaposhnikov, S.
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 20th IEEE International Conference on Soft Computing and Measurements, SCM 2017
Y2 - 24 May 2017 through 26 May 2017
ER -
ID: 36985157