Data · dataset · 2015
Automated Inductive Causation: Recovering Causal Structures from Observational Data
Listed in DataCite
Description
Abstract
Electronic diaries continuously generate information-rich observational data. The underlying causal network from such data could provide researchers and therapists with valuable information. The inductive (inferred) causation algorithm (IC algorithm) is a promising technique for recovering causal structures from observational data, yet has never been formally examined for its use for psychological data containing measurement error.
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This study examines how well, and under what circumstances, the algorithm accurately recovers causal structures from observational data. Four causal networks are created, embedded in different datasets, and then recovered using an automated IC algorithm. The results may lead to a better understanding of the characteristics of the IC algorithm, when applied to psychological data.
Moreover, it could provide researchers and therapists with a tool for getting valuable causal information from observational data. Included: Bachelor's thesis and scripts.
Links
Where it is published
- Repository landing page figshare.com/articles/dataset/Automated_Inductive_Causation_Recovering_Caus… ↗
landing page · from DataCite
- DOI doi.org/10.6084/m9.figshare.1286876 ↗
DOI / persistent id · from DataCite
Documentation and papers
Catalogue records · 2
- DataCite API api.datacite.org/dois/10.6084/m9.figshare.1286876 ↗
metadata API · from DataCite
- DataCite Commons commons.datacite.org/doi.org/10.6084/m9.figshare.1286876 ↗
catalogue entry · from DataCite
Topics
- Stated by source
- Mathematics
- From keywords
- Mathematics & Statistics
Provenance · 1 source records, 10 field assertions
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|---|---|---|---|
| DataCite | 10.6084/m9.figshare.1286876 | 13 d ago | JSON v1 |
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| concepts[field].fos:mathematics | source · DataCite | connector:datacite@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · DataCite | vocabulary-mapper@1.0.0 | keywords['Statistics'] |
| created_date | source · DataCite | connector:datacite@1.0.0 | |
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