Methodological Advancements in Causal Inference and Measurement for Mental Health Applications

Mon, Aug 5, 8:30 AM - 10:20 AM

Samprit BanerjeeChair

Mental Health Statistics Section

6 Presentations

Addressing Noncompliance in Randomized Trials in Applied Research using Principal Ignorability

8:35 AM - 8:50 AM

Elizabeth Sarker

Co-authors: Elizabeth Stuart (Johns Hopkins University, Bloomberg School of Public Health), Jeanine Parisi (Johns Hopkins University), Qian-Li Xue (John Hopkins Center on Aging & Health), Tara Gruenewald (Chapman University), Michelle Carlson (Johns Hopkins University, Bloomberg School of Public Health), Trang Nguyen (Johns Hopkins Bloomberg School of Public Health)

Bayesian Causal Forests for Ordered Categorical Responses

8:50 AM - 9:05 AM

Anna Morgan

Co-authors: Jared Murray

Treatment Effects Estimation with Unmeasured Confounding Variables

9:05 AM - 9:20 AM

Namhwa Lee

Co-authors: Shujie Ma (UC Riverside)

Mediation Analysis with Graph Mediator

9:20 AM - 9:35 AM

yixi xu (Indiana University)

Co-authors: Yi Zhao (Indiana University)

Multivariate Principal Component Analysis for Mixed-Type Functional Data with application to mHealth

9:35 AM - 9:50 AM

Debangan Dey (National Institute Of Mental Health)

Co-authors: Rahul Ghosal (John Hopkins University), Kathleen Merikangas (National Instututes of Health), Vadim Zipunnikov (Johns Hopkins University)

Simultaneous modeling of multiple behaviors with shared latent variables

9:50 AM - 10:05 AM

Charles Zheng (National Institute of Mental Health)

Co-authors: Corey Plate (National Institutes of Health), Ricardo Pizarro (National Institutes of Health), Francisco Pereira (National Institutes of Health), Corey Ziemba (National Institutes of Health), Silvia Lopez-Guzman (National Institutes of Health)