115 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Georgia Institute of TechnologyUS4 papers
- American Association of Variable Star ObserversUS1 paper
- Calar Alto ObservatoryES1 paper
- Crimean Astrophysical ObservatoryUA1 paper
- Emory UniversityUS1 paper
- Inova Design Solutions (United Kingdom)GB1 paper
- Inova Health SystemUS1 paper
- Kyoto UniversityJP1 paper
- Lasen (United States)US1 paper
- Rolling Hills ObservatoryUS1 paper
- The University of TokyoJP1 paper
- Universidad de HuelvaES1 paper
4 papers · 1 filter
TASTE: Temporal and Static Tensor Factorization for Phenotyping Electronic Health Records
Ardavan Afshar, Ioakeim Perros, Haesun Park +5
Phenotyping electronic health records (EHR) focuses on defining meaningful patient groups (e.g., heart failure group and diabetes group) and identifying the temporal evolution of p…
SUSTain: Scalable Unsupervised Scoring for Tensors and its Application to Phenotyping
Ioakeim Perros, Evangelos E. Papalexakis, Haesun Park +5
This paper presents a new method, which we call SUSTain, that extends real-valued matrix and tensor factorizations to data where values are integers. Such data are common when the…
GRAM: Graph-based Attention Model for Healthcare Representation Learning
Edward Choi, Mohammad Taha Bahadori, Le Song +2
Deep learning methods exhibit promising performance for predictive modeling in healthcare, but two important challenges remain: -Data insufficiency:Often in healthcare predictive m…
Medical Concept Representation Learning from Electronic Health Records and its Application on Heart Failure Prediction
Edward Choi, Andy Schuetz, Walter F. Stewart +1
Objective: To transform heterogeneous clinical data from electronic health records into clinically meaningful constructed features using data driven method that rely, in part, on t…