Papers

CausalUAI2018_paper_1.pdf

Mohammad Javidian and Marco Valtorta

"Finding Minimal Separators in Ancestral Graphs"


CausalUAI2018_paper_2.pdf

Elie Wolfe, Robert W. Spekkens and Tobias Fritz

"The Inflation Technique for Causal Inference with Latent Variables"

CausalUAI2018_paper_3.pdf

Jose M. Peña

Identifiability of Gaussian Structural Equation Models with Dependent Errors Having Equal Variances

CausalUAI2018_madan.pdf

Sharon Hensley-Alford, Piyush Madan, Shilpa Mahatma, Italo Buleje, Yanyan Han and Fang Lu

Effect of secular trend in drug effectiveness study in real world data

CausalUAI2018_paper_5.pdf

Ran Wang

Identify Heterogeneous Effect and Confounding Effect via L_1-Regularized Soft Decision Tree

CausalUAI2018_paper_6.pdf

Razieh Nabi, Daniel Malinsky and Ilya Shpitser

Learning Optimal Fair Policies

CausalUAI2018_paper_7.pdf

Guillaume Pouliot

Modern Methods for Spatial Econometrics

CausalUAI2018_paper_8.pdf

Razieh Nabi and Ilya Shpitser

Semi-parametric Causal Sufficient Dimension Reduction Of High Dimensional Treatment

CausalUAI2018_paper_9.pdf

Tineke Blom and Joris Mooij

Generalized Structural Causal Models

CausalUAI2018_paper_10.pdf

Eli Sherman and Ilya Shpitser

Identification and Estimation of Causal Effects from Dependent Data

CausalUAI2018_paper_11.pdf

Eli Ben-Michael and Avi Feller

Matrix Constraints and Multi-Task Learning for Covariate Balance

CausalUAI2018_paper_12.pdf

Stephan Bongers and Joris Mooij

Bridging the Gap between Random Differential Equations and Structural Causal Models

CausalUAI2018_paper_13.pdf

Xinkun Nie and Stefan Wager

Quasi-Oracle Estimation of Heterogeneous Treatment Effects

CausalUAI2018_paper_14.pdf

Manjari Narayan, Molly Lucas and Amit Etkin

Learning time-varying bi-variate causal structure using interventional neuroimaging

CausalUAI2018_paper_15.pdf

Angelos P. Armen and Robin J. Evans

Towards Characterising Bayesian Network Models under Selection

CausalUAI2018_paper_16.pdf

Steven Howard, Aaditya Ramdas, Jon McAuliffe and Jasjeet Sekhon

Uniform nonasymptotic confidence sequences for sequential treatment effect estimation