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Bibliography

Conference Paper (international conference)

Causality and Intervention in Business Process Management

Bína V., Jiroušek Radim

: Proceedings of the 20th Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty, p. 15-24 , Eds: Novák V., Inuiguchi M., Štěpnička M.

: Czech-Japan Seminar on Data Analysis and Decision Making under Uncertainty /20./, (Pardubice, CZ, 20170917)

: GA15-00215S, GA ČR

: Compositional model, Operator of composition,, Causality, Conditioning, Intervention

: http://library.utia.cas.cz/separaty/2019/MTR/jirousek-0507223.pdf

(eng): The paper presents an algebraic approach to the modeling of causality in systems of stochastic variables. The methodology is based on an operator of a composition that provides the possibility of composing a multidimensional distribution from low-dimensional building blocks taking advantage of the dependence structure of the problem variables. The authors formally define and demonstrate on a hypothetical example a surprisingly elegant unifying approach to conditioning by a single variable and the evaluation of the effect of an intervention. Both operations are realized by the composition with a degenerated distribution and differ only in the sequence in which the operator of the composition is performed.

: IN

: 10201