2 papers
stat.ME2025
Are you doing better than random guessing? A call for using negative controls when evaluating causal discovery algorithms
Anne Helby Petersen
New proposals for causal discovery algorithms are typically evaluated using simulations and a few selected real data examples with known data generating mechanisms. However, there…
stat.ME2025
Score-Based Causal Discovery with Temporal Background Information
Tobias Ellegaard Larsen, Claus Thorn Ekstrøm, Anne Helby Petersen
Temporal background information can improve causal discovery algorithms by orienting edges and identifying relevant adjustment sets. We develop the Temporal Greedy Equivalence Sear…