Beyond Mediation and Modification: A Deeper Look at Cause and Effect
Produktnummer:
182e870c3765874c80b4d490fe4be5adb3
| Autor: | Saniya |
|---|---|
| Themengebiete: | Causality Complexity Theory Determinism Emergent Properties Interdependence Predetermined Root Cause Analysis Systems Thinking Underlying Factors Unintended Consequences |
| Veröffentlichungsdatum: | 20.06.2024 |
| EAN: | 9783384266651 |
| Sprache: | Englisch |
| Seitenzahl: | 122 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | tredition |
Produktinformationen "Beyond Mediation and Modification: A Deeper Look at Cause and Effect"
The rest of this book is organized as follows. Chapter 2 covers the literature review of the Neyman-Rubin’s counterfactual framework of causal inference, general assumptions for causal studies, Pearl’s graphical causal modeling, causal mediation analysis, and causal modification analysis. The section of causal mediation study describes motivations for empirically assessing mediation, traditional mediation analysis, counterfactual mediation analysis, assumptions for identifying the direct and indirect effects, Pearl’s causal mediation formula, and regression-based approaches for mediation study. The section on causal modification study describes motivations for assessing causal effect heterogeneity, definitions and notations for modification, relations between modifier and mediator, assumptions for identifying conditional average treatment effect, and stratification analysis and other machine learning approaches for causal modification study.
Sie möchten lieber vor Ort einkaufen?
Sie haben Fragen zu diesem oder anderen Produkten oder möchten einfach gerne analog im Laden stöbern? Wir sind gerne für Sie da und beraten Sie auch telefonisch.
Juristische Fachbuchhandlung
Georg Blendl
Parcellistraße 5 (Maxburg)
8033 München
Montag - Freitag: 8:15 -18 Uhr
Samstags geschlossen