Emilija Perkovic

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

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🏆 Keyword Champion (3)

Venues

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)

Research topics

Artificial Intelligence (3) Mathematics & Optimization (3) Core AI (3) Mathematics (3)

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