Research map / Probabilistic and scientific modeling / Causal discovery
Strategic Classification is Causal Modeling in Disguise
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Design classifiers to incentivize improvement | Strategic classification · Causal graph orientation | causal edge orientation | Helped |
| Construct outcome-monotonic cost functions | Strategic classification · Causal graph orientation | causal edge orientation | Helped |
| Assume a faithful additive noise causal model | Causal graph edge interventions · Additive noise models | existence of improvement-inducing interventions | Helped |
| Use a non-causal feature with complementary adaptation costs | Classifier depending only on Z · Illustrative structural causal model | improvement: I(f) = -C_{12} | Helped |
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