Bibliography
Conference Paper (international conference)
Causality and Intervention in Business Process Management
,
: 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