15 citations · 20 across the 4 of their papers we have counts for
4 papers · 1 filter
WellFactor: Patient Profiling using Integrative Embedding of Healthcare Data
Dongjin Choi, Andy Xiang, Ozgur Ozturk +5
In the rapidly evolving healthcare industry, platforms now have access to not only traditional medical records, but also diverse data sets encompassing various patient interactions…
Patient Clustering via Integrated Profiling of Clinical and Digital Data
Dongjin Choi, Andy Xiang, Ozgur Ozturk +5
We introduce a novel profile-based patient clustering model designed for clinical data in healthcare. By utilizing a method grounded on constrained low-rank approximation, our mode…
Data Programming by Demonstration: A Framework for Interactively Learning Labeling Functions
Sara Evensen, Chang Ge, Dongjin Choi +1
Data programming is a programmatic weak supervision approach to efficiently curate large-scale labeled training data. Writing data programs (labeling functions) requires, however,…
SNeCT: Scalable network constrained Tucker decomposition for integrative multi-platform data analysis
Dongjin Choi, Lee Sael
Motivation: How do we integratively analyze large-scale multi-platform genomic data that are high dimensional and sparse? Furthermore, how can we incorporate prior knowledge, such…