1 citations · 2 across the 2 of their papers we have counts for
3 papers · 1 filter
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…
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…
Causal discovery for observational sciences using supervised machine learning
Anne Helby Petersen, Joseph Ramsey, Claus Thorn Ekstrøm +1
Causal inference can estimate causal effects, but unless data are collected experimentally, statistical analyses must rely on pre-specified causal models. Causal discovery algorith…