Search Results for author: Dean Knox

Found 3 papers, 0 papers with code

Advancing an Interdisciplinary Science of Conversation: Insights from a Large Multimodal Corpus of Human Speech

no code implementations1 Mar 2022 Andrew Reece, Gus Cooney, Peter Bull, Christine Chung, Bryn Dawson, Casey Fitzpatrick, Tamara Glazer, Dean Knox, Alex Liebscher, Sebastian Marin

People spend a substantial portion of their lives engaged in conversation, and yet our scientific understanding of conversation is still in its infancy.

An Automated Approach to Causal Inference in Discrete Settings

no code implementations28 Sep 2021 Guilherme Duarte, Noam Finkelstein, Dean Knox, Jonathan Mummolo, Ilya Shpitser

When causal quantities cannot be point identified, researchers often pursue partial identification to quantify the range of possible values.

Causal Inference

Naïve regression requires weaker assumptions than factor models to adjust for multiple cause confounding

no code implementations24 Jul 2020 Justin Grimmer, Dean Knox, Brandon M. Stewart

We prove under these assumptions, a na\"ive semiparametric regression of $\mathbf{Y}$ on $\mathbf{A}$ is asymptotically unbiased.

Causal Inference regression

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