Patient Similarity Analysis with Longitudinal Health Data

Patient Similarity Analysis with Longitudinal Health Data

14 May 2020

Matthias Dittberner

Michael Krauthammer

Papers citing "Patient Similarity Analysis with Longitudinal Health Data"

17 / 17 papers shown

Title
Measuring Patient Similarities via a Deep Architecture with Medical Concept Embedding Zihao Zhu Changchang Yin B. Qian Yu Cheng Jishang Wei Fei Wang 22 117 0 09 Feb 2019
Multivariate Time-series Similarity Assessment via Unsupervised Representation Learning and Stratified Locality Sensitive Hashing: Application to Early Acute Hypotensive Episode Detection Jwala Dhamala Emmanuel Azuh Abdullah Al-Dujaili Jonathan Rubin Una-May O’Reilly 13 6 0 14 Nov 2018
Patient Subtyping with Disease Progression and Irregular Observation Trajectories Nikhil Galagali M. Xu-Wilson OOD 16 5 0 21 Oct 2018
Patient2Vec: A Personalized Interpretable Deep Representation of the Longitudinal Electronic Health Record Jinghe Zhang Kamran Kowsari James H. Harrison J. Lobo Laura E. Barnes 43 136 0 10 Oct 2018
Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk Guoqing Chao Chengsheng Mao Fei Wang Yuan Zhao Yuan Luo 12 23 0 27 Sep 2018
Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU Harini Suresh Jen J. Gong John Guttag 37 85 0 07 Jun 2018
Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders F. Bianchi L. Livi Karl Øyvind Mikalsen Michael C. Kampffmeyer Robert Jenssen AI4TS 60 11 0 09 May 2018
COPA: Constrained PARAFAC2 for Sparse & Large Datasets Ardavan Afshar Ioakeim Perros Evangelos E. Papalexakis Elizabeth Searles Joyce C. Ho Jimeng Sun 21 41 0 12 Mar 2018
Clinically Meaningful Comparisons Over Time: An Approach to Measuring Patient Similarity based on Subsequence Alignment Dev Goyal Z. Syed Jenna Wiens 20 5 0 02 Mar 2018
Temporal Pattern Discovery for Accurate Sepsis Diagnosis in ICU Patients Eitam Sheetrit N. Nissim D. Klimov Lior Fuchs Yuval Elovici Yuval Shahar 22 10 0 06 Sep 2017
Individualized Risk Prognosis for Critical Care Patients: A Multi-task Gaussian Process Model Ahmed Alaa Jinsung Yoon Scott Hu M. Schaar 31 3 0 22 May 2017
Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models M. Morid O. R. Sheng S. Abdelrahman AI4TS 13 2 0 25 Apr 2017
Time Series Cluster Kernel for Learning Similarities between Multivariate Time Series with Missing Data Karl Øyvind Mikalsen F. Bianchi C. Soguero-Ruíz Robert Jenssen AI4TS 29 95 0 03 Apr 2017
Personalized Risk Scoring for Critical Care Prognosis using Mixtures of Gaussian Processes Ahmed Alaa Jinsung Yoon Scott Hu Mihaela van der Schaar 25 60 0 27 Oct 2016
Disease Trajectory Maps Peter F. Schulam R. Arora 23 21 0 29 Jun 2016
Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts Ahmed Alaa Jinsung Yoon Scott Hu M. Schaar 26 21 0 03 May 2016
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 169 2,605 0 29 Jun 2012

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.