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The general identifiability problem
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Classroom Contents
Causal Effect Identification from Multiple Incomplete Data Sources
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- 1 Intro
- 2 Starting point
- 3 The data-fusion problem
- 4 Identifiability problems in causal inference
- 5 The general identifiability problem
- 6 Motivation for a search-based approach
- 7 Search over the rules of do-calculus
- 8 Example on applying do-search
- 9 Missing data in causal inference
- 10 Example: case-control design.
- 11 Identifiability problems reassessed (with missing data)
- 12 Context-specific Independence
- 13 Alternative Representations for CSI
- 14 Labeled Directed Acyclic Graphs
- 15 Example on Context-specific DAGS
- 16 CSI-separation Example
- 17 Causal Effect Identification in LDAGS
- 18 Interventions in LDAGS
- 19 Complexity of the Decision Problem
- 20 Search over the rules of CSI-calculus
- 21 Search Example
- 22 Derivation of the Example
- 23 A Curious Example
- 24 Some Properties of the Search
- 25 Open Problems and Possible Future Work
- 26 References I
