Emilija Perkovic

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 8

Top Topics

Causal Explanation

Equivalence Class

Expert Knowledge

Top Venues

J. Mach. Learn. Res.

Publications

Sara LaPlante, Emilija Perkovic
Conditional Adjustment in a Markov Equivalence Class. AISTATS (2024)
Aparajithan Venkateswaran, Emilija Perkovic
Towards Complete Causal Explanation with Expert Knowledge. CoRR (2024)
F. Richard Guo, Emilija Perkovic
Efficient Least Squares for Estimating Total Effects under Linearity and Causal Sufficiency. J. Mach. Learn. Res. 23 (2022)
Richard Guo, Emilija Perkovic
Minimal enumeration of all possible total effects in a Markov equivalence class. AISTATS (2021)
Emilija Perkovic
Identifying causal effects in maximally oriented partially directed acyclic graphs. UAI (2020)
Emilija Perkovic, Johannes Textor, Markus Kalisch, Marloes H. Maathuis
Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs. J. Mach. Learn. Res. 18 (2017)
Emilija Perkovic, Markus Kalisch, Marloes H. Maathuis
Interpreting and Using CPDAGs With Background Knowledge. UAI (2017)
Emilija Perkovic, Johannes Textor, Markus Kalisch, Marloes H. Maathuis
A Complete Generalized Adjustment Criterion. UAI (2015)