Research map / Learning theory and algorithms / Combinatorial and search optimization
Minimum Cost Intervention Design for Causal Effect Identification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Exact hitting-set-based algorithm (Algorithm 2) for min-cost intervention design | min-cost intervention design for causal effect identification · random Erdos-Renyi semi-Markovian graphs (n from 15 to 40 vertices) | normalized regret | Helped |
| Heuristic algorithms (min-weight vertex cut based) replacing exact hitting set search | min-cost intervention design · random Erdos-Renyi semi-Markovian graphs | normalized regret | No clear effect |
| Heuristic algorithms replacing exact Algorithm 2 for runtime reduction | min-cost intervention design · random Erdos-Renyi semi-Markovian graphs | runtime (s) | Helped |
| Restricting intervention on S to infinite cost (intervening on S disallowed) enables reduction to singleton intervention | general subset identification · theoretical | optimal cost | No clear effect |
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