Bandingkan metode
Tinjau metode pilihan Anda berdampingan; baris yang berbeda akan disorot.
| Ecological Inference× | Analisis Mediasi Kausal (Efek Langsung dan Tidak Langsung Alami)× | |
|---|---|---|
| Bidang≠ | Political Science | Inferensi Kausal |
| Keluarga | Regression model | Regression model |
| Tahun asal≠ | 1997 | 2010 |
| Pencetus≠ | Leo Goodman (ecological regression); Gary King (statistical EI solution) | Pearl (2001); general framework by Imai, Keele & Tingley (2010) |
| Tipe≠ | Aggregate-data model inferring individual-level rates from grouped totals | Counterfactual causal decomposition |
| Sumber perintis≠ | King, G. (1997). A Solution to the Ecological Inference Problem: Reconstructing Individual Behavior from Aggregate Data. Princeton: Princeton University Press. ISBN: 9780691012414 | Pearl, J. (2001). Direct and Indirect Effects. In Proceedings of the Seventeenth Conference on Uncertainty in Artificial Intelligence (UAI), 411-420. link ↗ |
| Alias≠ | EI, Ecological regression, King's ecological inference, Aggregate-to-individual inference | natural direct effect, natural indirect effect, NDE / NIE decomposition, counterfactual mediation |
| Terkait | 5 | 5 |
| Ringkasan≠ | Ecological inference is the problem of learning about individual behavior — such as how Black and white voters cast their ballots — when only aggregate data are available, like precinct-level turnout and racial composition. Because individual-level data are missing, the within-group rates are not directly observed; ecological inference recovers them by combining the deterministic accounting constraints that each precinct must satisfy with a statistical model of how the unobserved rates vary across precincts. Gary King's 1997 solution unified the deterministic method of bounds with Leo Goodman's classic ecological regression, sharply reducing the long-standing risk of the ecological fallacy. | Causal mediation analysis is a counterfactual framework that splits a treatment's total effect into a Natural Direct Effect (NDE) and a Natural Indirect Effect (NIE) that runs through a mediator. The modern general approach was formalised by Pearl (2001) and Imai, Keele and Tingley (2010), giving the decomposition a precise causal interpretation. |
| ScholarGateSet data ↗ |
|
|