Research map / Probabilistic and scientific modeling / Causal discovery
Identification of Linear Latent Variable Model with Arbitrary Distribution
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use LLCS-AD instead of PC-MIMBuild or GIN | Linear latent causal structure learning · Synthetic data | F1 score | Helped |
| Use LLCS-AD instead of PC-MIMBuild or GIN | Linear latent causal structure learning · Teacher’s burnout study | causal structure correctness | Helped |
| Increase the sample size | LLCS-AD, PC-MIMBuild, and GIN · Synthetic data | precision, recall, and F1 score | Helped |
| Increase the proportion of non-Gaussian variables | LLCS-AD and GIN · Synthetic data | precision, recall, and F1 score | Helped |
| Increase the number of latent variables in the transitivity experiment | LLCS-AD · Synthetic data, non-Gaussian transitivity | precision, recall, and F1 score | Mixed |
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