Emilija Perkovic

5 papers · 2018–2024 · 3 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (3) 🏃 Academic Marathon (6) 🐝 Cross-Pollinator (13) 🏆 Keyword Champion (3)

Conferences

AISTATS (2) JMLR (2) UAI (1)

Top co-authors

Johannes Textor (1) Sara LaPlante (1) Markus Kalisch (1) Richard Guo (1) F. Richard Guo (1) Marloes H. Maathuis (1)

Keywords

directed acyclic graph (4) causal inference (3) covariate adjustment (3) causal discovery (2) markov equivalence class (2) adjustment criterion (2) graphical model (2) causal effect (2) recursive least squares (1) structural equation model (1) causal graph (1) causal identification (1)

Papers

Conditional Adjustment in a Markov Equivalence Class AISTATS 2024

Efficient Least Squares for Estimating Total Effects under Linearity and Causal Sufficiency JMLR 2022

Minimal enumeration of all possible total effects in a Markov equivalence class AISTATS 2021

Identifying causal effects in maximally oriented partially directed acyclic graphs UAI 2020

Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs JMLR 2018