每年出版 12 期
ISSN 打印: 1064-2315
ISSN 在线: 2163-9337
Indexed in
Inductive Reconstruction Method for "Monoflow" Probabilistic Graph Models of Dependencies
摘要
We developed the "Genealogy" method for reconstruction of structures of probabilistic models of dependencies in the class of "monoflow" directed graphs (in which every cycle has two or more colliders). The "Genealogy" method is based on the apparatus of genotypes of variables and identifies model structure by application of only zero-order and first order tests of independence, i.e., we solve the problem of splitting of data retrieval, reliability of identification of a structure increases and number of required tests of conditional independency decreases.
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Balabanov O.S., Principles and analytical tools for reconstruction of probabilistic dependency structures in special class, PROBLEMS IN PROGRAMMING, 1, 2017. Crossref