Unsupervised Discovery of Clinical Disease Signatures Using
Probabilistic Independence

Unsupervised Discovery of Clinical Disease Signatures Using Probabilistic Independence

8 February 2024

Thomas A. Lasko

Marco Barbero Mota

William W Stead

Bennett A. Landman

Fabien Maldonado

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Papers citing "Unsupervised Discovery of Clinical Disease Signatures Using Probabilistic Independence"

12 / 12 papers shown

Title
Longitudinal Multimodal Transformer Integrating Imaging and Latent Clinical Signatures From Routine EHRs for Pulmonary Nodule Classification Thomas Z. Li J. M. Still Kaiwen Xu Ho Hin Lee L. Cai ... M. Kammer K. Sandler Fabien Maldonado Bennett A. Landman Thomas A. Lasko 50 8 0 06 Apr 2023
Identifying Patient-Specific Root Causes of Disease Eric V. Strobl Thomas A. Lasko CML 43 15 0 23 May 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 113 33 0 25 Jan 2022
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 143 688 0 06 Nov 2020
Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data E. Steinberg Kenneth Jung Jason Alan Fries Conor K. Corbin Stephen Pfohl N. Shah 90 109 0 06 Jan 2020
TAPER: Time-Aware Patient EHR Representation Sajad Darabi Mohammad Kachuee Shayan Fazeli Majid Sarrafzadeh 57 57 0 11 Aug 2019
Learning the Graphical Structure of Electronic Health Records with Graph Convolutional Transformer Edward Choi Zhen Xu Yujia Li Michael W. Dusenberry Gerardo Flores Yuan Xue Andrew M. Dai MedIm 88 246 0 11 Jun 2019
Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning Aapo Hyvarinen Hiroaki Sasaki Richard Turner OOD CML 104 331 0 22 May 2018
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,135 0 22 May 2017
Distilling Knowledge from Deep Networks with Applications to Healthcare Domain Zhengping Che S. Purushotham R. Khemani Yan Liu 70 139 0 11 Dec 2015
Efficient Inference of Gaussian Process Modulated Renewal Processes with Application to Medical Event Data Thomas A. Lasko 87 45 0 19 Feb 2014
Making a Science of Model Search James Bergstra Daniel L. K. Yamins David D. Cox 90 86 0 23 Sep 2012