Regression model

Uchanganuzi wa Madhara ya Uunganishaji (Madhara ya moja kwa moja na yasiyo ya moja kwa moja ya Kiasili)

Uchanganuzi wa madhara ya uunganishaji ni mfumo wa kukanusha ambao hugawanya athari jumla ya matibabu kuwa Athari ya Moja kwa Moja ya Kiasili (NDE) na Athari ya Moja kwa Moja Isiyo ya Moja kwa Moja (NIE) ambayo hupitia kwa mpatanishi. Mbinu kuu ya kisasa iliundwa rasmi na Pearl (2001) na Imai, Keele na Tingley (2010), ikitoa mgawanyo huo tafsiri sahihi ya kisababishi.

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Method map

The neighbourhood of related methods — select a node to explore.

Causal Mediation Analysis

Uchambuzi wa Mchakato We…DAG Causal Identification Regresheni ya Logistiki Uchanganuzi wa madaraja…Urejeshaji wa Njia ya Vi…Ukadiriaji Imara Mara Mb…Uzito wa Kinyume wa Uwez…Uchambuzi wa Upatanishi…

Vyanzo

Pearl, J. (2001). Direct and Indirect Effects. In Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI), 411-420. link ↗
Imai, K., Keele, L., & Tingley, D. (2010). A General Approach to Causal Mediation Analysis. Psychological Methods, 15(4), 309-334. DOI: 10.1037/a0020761 ↗

Jinsi ya kunukuu ukurasa huu

ScholarGate. (2026, June 1). Causal Mediation Analysis (Natural Direct and Indirect Effects). ScholarGate. https://scholargate.app/sw/causal-inference/causal-mediation

Which method?

Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.

Uchambuzi wa Mchakato Wenye Masharti (Mediation yenye Moderation)Uhitimisho wa Kisababishi↔ compare
DAG Causal IdentificationUhitimisho wa Kisababishi↔ compare
Regresheni ya LogistikiTakwimu za Utafiti↔ compare
Uchanganuzi wa madaraja (Mwingiliano)Uhitimisho wa Kisababishi↔ compare
Urejeshaji wa Njia ya Viwango Vidogo vya Kawaida (OLS)Ekonometriki↔ compare

Compare side by side →

Imerejelewa na

Uchambuzi wa Mchakato Wenye Masharti (Mediation yenye Moderation)Ukadiriaji Imara Mara Mbili (AIPW)Uzito wa Kinyume wa Uwezekano wa Matibabu (IPW / IPTW)Uchanganuzi wa madaraja (Mwingiliano)Uchambuzi wa Upatanishi wa Ngazi Nyingi

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