Causal Fairness Assessment of Treatment Allocation with Electronic Health Records

no code implementations • 21 Nov 2022 • Linying Zhang, Lauren R. Richter, Yixin Wang, Anna Ostropolets, Noemie Elhadad, David M. Blei, George Hripcsak

Healthcare continues to grapple with the persistent issue of treatment disparities, sparking concerns regarding the equitable allocation of treatments in clinical practice.

Causal Inference Decision Making +1

Longitudinal Analysis of Discussion Topics in an Online Breast Cancer Community using Convolutional Neural Networks

no code implementations • 28 Mar 2016 • Shaodian Zhang, Edouard Grave, Elizabeth Sklar, Noemie Elhadad

Identifying topics of discussions in online health communities (OHC) is critical to various applications, but can be difficult because topics of OHC content are usually heterogeneous and domain-dependent.

General Classification Topic Classification

Terminology Questions in Texts Authored by Patients

no code implementations • WS 2014 • Noemie Elhadad

Hierarchically Supervised Latent Dirichlet Allocation

no code implementations • NeurIPS 2011 • Adler J. Perotte, Frank Wood, Noemie Elhadad, Nicholas Bartlett

We introduce hierarchically supervised latent Dirichlet allocation (HSLDA), a model for hierarchically and multiply labeled bag-of-word data.

Product Categorization