Event Stream GPT: A Data Pre-processing and Modeling Library for Generative, Pre-trained Transformers over Continuous-time Sequences of Complex Events

1 code implementation • NeurIPS 2023 • Matthew B. A. McDermott, Bret Nestor, Peniel Argaw, Isaac Kohane

Generative, pre-trained transformers (GPTs, a. k. a.

Construction of extra-large scale screening tools for risks of severe mental illnesses using real world healthcare data

no code implementations • 20 Dec 2022 • Dianbo Liu, Karmel W. Choi, Paulo Lizano, William Yuan, Kun-Hsing Yu, Jordan W. Smoller, Isaac Kohane

First, the predictive models were constructed and tested using data in case-control cohorts from insurance claims or EHR data.

Attentive Multiview Text Representation for Differential Diagnosis

no code implementations • ACL 2021 • Hadi Amiri, Mitra Mohtarami, Isaac Kohane

We present a text representation approach that can combine different views (representations) of the same input through effective data fusion and attention strategies for ranking purposes.

A Fast Divide-and-Conquer Sparse Cox Regression

2 code implementations • 2 Apr 2018 • Yan Wang, Nathan Palmer, Qian Di, Joel Schwartz, Isaac Kohane, Tianxi Cai

We propose a computationally and statistically efficient divide-and-conquer (DAC) algorithm to fit sparse Cox regression to massive datasets where the sample size $n_0$ is exceedingly large and the covariate dimension $p$ is not small but $n_0\gg p$.

Computation Applications