An Entropy-Based Approach to Path Analysis of Structural Generalized Linear Models: A Basic Idea
Nobuoki Eshima, Minoru Tabata, Claudio Giovanni Borroni and 1 more
Entropy · 2015
doi:10.3390/e17075117 (opens in a new tab)
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Abstract
A path analysis method for causal systems based on generalized linear models is proposed by using entropy. A practical example is introduced, and a brief explanation of the entropy coefficient of determination is given. Direct and indirect effects of explanatory variables are discussed as log odds ratios, i.e., relative information, and a method for summarizing the effects is proposed. The example dataset is re-analyzed by using the method.
Abstract licence: CC BY
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