arXiv Open Access 2013

Direct and Indirect Effects

Judea Pearl
Lihat Sumber

Abstrak

The direct effect of one eventon another can be defined and measured byholding constant all intermediate variables between the two.Indirect effects present conceptual andpractical difficulties (in nonlinear models), because they cannot be isolated by holding certain variablesconstant. This paper shows a way of defining any path-specific effectthat does not invoke blocking the remainingpaths.This permits the assessment of a more naturaltype of direct and indirect effects, one thatis applicable in both linear and nonlinear models. The paper establishesconditions under which such assessments can be estimated consistentlyfrom experimental and nonexperimental data,and thus extends path-analytic techniques tononlinear and nonparametric models.

Topik & Kata Kunci

Penulis (1)

J

Judea Pearl

Format Sitasi

Pearl, J. (2013). Direct and Indirect Effects. https://arxiv.org/abs/1301.2300

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2013
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓