Standard

Decremental and incremental reshaping of algebraic Bayesian networks global structures. / Levenets, Daniel G.; Zotov, Mikhail A.; Romanov, Artem V.; Tulupyev, Alexander L.; Zolotin, Andrey A.; Filchenkov, Andrey A.

Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016. ed. / Ajith Abraham; Sergey Kovalev; Valery Tarassov; Vaclav Snasel. Springer Nature, 2016. p. 57-67 (Advances in Intelligent Systems and Computing; Vol. 451).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Research › peer-review

Harvard

Levenets, DG, Zotov, MA, Romanov, AV, Tulupyev, AL, Zolotin, AA & Filchenkov, AA 2016, Decremental and incremental reshaping of algebraic Bayesian networks global structures. in A Abraham, S Kovalev, V Tarassov & V Snasel (eds), Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016. Advances in Intelligent Systems and Computing, vol. 451, Springer Nature, pp. 57-67, 1st International Scientific Conference on Intelligent Information Technologies for Industry, IITI 2016, Sochi, Russian Federation, 16/05/16. https://doi.org/10.1007/978-3-319-33816-3_6

APA

Levenets, D. G., Zotov, M. A., Romanov, A. V., Tulupyev, A. L., Zolotin, A. A., & Filchenkov, A. A. (2016). Decremental and incremental reshaping of algebraic Bayesian networks global structures. In A. Abraham, S. Kovalev, V. Tarassov, & V. Snasel (Eds.), Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016 (pp. 57-67). (Advances in Intelligent Systems and Computing; Vol. 451). Springer Nature. https://doi.org/10.1007/978-3-319-33816-3_6

Vancouver

Levenets DG, Zotov MA, Romanov AV, Tulupyev AL, Zolotin AA, Filchenkov AA. Decremental and incremental reshaping of algebraic Bayesian networks global structures. In Abraham A, Kovalev S, Tarassov V, Snasel V, editors, Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016. Springer Nature. 2016. p. 57-67. (Advances in Intelligent Systems and Computing). https://doi.org/10.1007/978-3-319-33816-3_6

Author

Levenets, Daniel G. ; Zotov, Mikhail A. ; Romanov, Artem V. ; Tulupyev, Alexander L. ; Zolotin, Andrey A. ; Filchenkov, Andrey A. / Decremental and incremental reshaping of algebraic Bayesian networks global structures. Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016. editor / Ajith Abraham ; Sergey Kovalev ; Valery Tarassov ; Vaclav Snasel. Springer Nature, 2016. pp. 57-67 (Advances in Intelligent Systems and Computing).

BibTeX

@inproceedings{9ee64c69e8cf4e1caa3a8f59ce705c1e,
title = "Decremental and incremental reshaping of algebraic Bayesian networks global structures",
abstract = "The paper considers algorithms for global structures generation in algebraic Bayesian networks. A decremental algorithm for constructing a secondary structure after deleting vertex from the adjacency graph is proposed supplemented by a listing of the algorithm code and by the proof of its correctness. The results of the statistical tests for decremental algorithm are proposed graphically together with a comparative analysis of the results. Moreover, the description of incremental algorithm for adding vertex in tertiary structure is provided supplemented by a listing of the algorithm code and proof of its correctness.",
keywords = "Incremental algorithm, Joint graph, Machine learning, Performance statistical estimate, Probabilistic graphical model, Structure learning",
author = "Levenets, {Daniel G.} and Zotov, {Mikhail A.} and Romanov, {Artem V.} and Tulupyev, {Alexander L.} and Zolotin, {Andrey A.} and Filchenkov, {Andrey A.}",
year = "2016",
month = jan,
day = "1",
doi = "10.1007/978-3-319-33816-3_6",
language = "English",
isbn = "9783319338156",
series = "Advances in Intelligent Systems and Computing",
publisher = "Springer Nature",
pages = "57--67",
editor = "Ajith Abraham and Sergey Kovalev and Valery Tarassov and Vaclav Snasel",
booktitle = "Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016",
address = "Germany",
note = "1st International Scientific Conference on Intelligent Information Technologies for Industry, IITI 2016 ; Conference date: 16-05-2016 Through 21-05-2016",

}

RIS

TY - GEN

T1 - Decremental and incremental reshaping of algebraic Bayesian networks global structures

AU - Levenets, Daniel G.

AU - Zotov, Mikhail A.

AU - Romanov, Artem V.

AU - Tulupyev, Alexander L.

AU - Zolotin, Andrey A.

AU - Filchenkov, Andrey A.

PY - 2016/1/1

Y1 - 2016/1/1

N2 - The paper considers algorithms for global structures generation in algebraic Bayesian networks. A decremental algorithm for constructing a secondary structure after deleting vertex from the adjacency graph is proposed supplemented by a listing of the algorithm code and by the proof of its correctness. The results of the statistical tests for decremental algorithm are proposed graphically together with a comparative analysis of the results. Moreover, the description of incremental algorithm for adding vertex in tertiary structure is provided supplemented by a listing of the algorithm code and proof of its correctness.

AB - The paper considers algorithms for global structures generation in algebraic Bayesian networks. A decremental algorithm for constructing a secondary structure after deleting vertex from the adjacency graph is proposed supplemented by a listing of the algorithm code and by the proof of its correctness. The results of the statistical tests for decremental algorithm are proposed graphically together with a comparative analysis of the results. Moreover, the description of incremental algorithm for adding vertex in tertiary structure is provided supplemented by a listing of the algorithm code and proof of its correctness.

KW - Incremental algorithm

KW - Joint graph

KW - Machine learning

KW - Performance statistical estimate

KW - Probabilistic graphical model

KW - Structure learning

UR - http://www.scopus.com/inward/record.url?scp=84978755621&partnerID=8YFLogxK

U2 - 10.1007/978-3-319-33816-3_6

DO - 10.1007/978-3-319-33816-3_6

M3 - Conference contribution

AN - SCOPUS:84978755621

SN - 9783319338156

T3 - Advances in Intelligent Systems and Computing

SP - 57

EP - 67

BT - Proceedings of the 1st International Scientific Conference Intelligent Information Technologies for Industry, IITI 2016

A2 - Abraham, Ajith

A2 - Kovalev, Sergey

A2 - Tarassov, Valery

A2 - Snasel, Vaclav

PB - Springer Nature

T2 - 1st International Scientific Conference on Intelligent Information Technologies for Industry, IITI 2016

Y2 - 16 May 2016 through 21 May 2016

ER -

ID: 36985505