Causal Effect Estimation and Inference Using Stata

Causal inference in studies and medical articles

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Causal Inference in Multisensory Heading Estimation

A large body of research shows that the Central Nervous System (CNS) integrates multisensory information. However, this strategy should only apply to multisensory signals that have a common cause; independent signals should be segregated. Causal Inference (CI) models account for this notion. Surprisingly, previous findings suggested that visual and inertial cues on heading of self-motion are in...

Doubly robust estimation in missing data and causal inference models.

The goal of this article is to construct doubly robust (DR) estimators in ignorable missing data and causal inference models. In a missing data model, an estimator is DR if it remains consistent when either (but not necessarily both) a model for the missingness mechanism or a model for the distribution of the complete data is correctly specified. Because with observational data one can never be...

Causal Inference in Randomized and Non-Randomized Studies: The Definition, Identification, and Estimation of Causal Parameters

Deep Causal Inference for Average Treatment Effect Estimation of Poems Popularity

Poetry is a complex art form. This research is focused on exploring and understanding poetry better by using deep learning. On one hand, there are many different styles of writing a poem, and on the other only a small fraction of poems end up passing the test of time and becoming popular. The objective of this work is to find the causal relationship (if any) between the poem style and it’s popu...