Mari Cleide Sogayar

  1. Identification and quantification of Granger causality between gene sets.

    Authors: Andre Fujita, Joao Ricardo Sato, Kaname Kojima, Luciana Rodrigues Gomes, Masao Nagasaki, Mari Cleide Sogayar, Satoru Miyano
    Subjects: Methodology
    Abstract

    Wiener and Granger have introduced an intuitive concept of causality between
    two variables which is based on the idea that an effect never occurs before its
    cause. Later, Geweke has generalized this concept to a multivariate Granger
    causality, i.e., n variables Granger-cause another variable. Although Granger
    causality is not "effective causality", this concept is useful to infer
    directionality and information flow in observational data. Granger causality is
    usually identified by using VAR models due to their simplicity.

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