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  4. Knowledge Discovery

Knowledge Discovery

Research Topics
  • Biomedical Knowledge Representation
  • Decision Support
  • Digital Health
  • Image Analysis & Understanding
  • Knowledge Discovery
  • Natural Language Processing

Machine learning (ML) and reinforcement learning algorithms are making it possible to uncover new insights from the EHR and related observational datasets. This area of research aims to develop and apply new techniques to characterize and detect disease and to optimize actions. Issues related to how to systematically capture these insights in models and properly evaluate their efficacy are studied.

a man in a black shirt is holding a light blue ribbon symbolizing prostate cancer

Computational Feature Profiling for Prostate Cancer

science formula and math equation abstract background. concept of machine learning and artificial

Dynamic Graph-based Positive-unlabeled Learning Framework for Modeling Electronic Health Records

digital heart and dna

Hypothalamic Amenorrhea as a Fertility Status Marker for Cardiovascular Health

digital lung visualization

EFIRM Liquid Biopsy Research Laboratory: Early Lung Cancer Assessment 

lung ennervation

Lung Cancer Biomarker Characterization Center

Doctor using laptop

Cloud-based Liquid-biopsy and Radiomics Platform

Digital lung

Determining the Malignancy of Lung Nodules

Doctor typing on touchscreen

Computational Toolkit for CT Acquisition and Reconstruction

Stylized image of clinician holding stethoscope and grid of medical informatics tools.

Expanding on a New Paradigm for MRI in Pediatric Congenital Heart Disease 

patients receiving dialysis

Improving the Patient Experience of Hemodialysis Vascular Access Decision Making 

A black smart watch lies on top of a smart phone

Development of a Wearable Multiplexed Biosensor to Guide Exercise in Patients with Heart Failure 

Blue digital health diagram

Building BRIDGEs: Coordinating Standards, Diversity, and Ethics to Advance Biomedical AI

digital heart and globe

Enhancing Clinical Trial Diversity and Cardiometabolic Health

paper brain breaking apart

Predicting Fatal and Non-Fatal Overdose: Rapid Overdose Surveillance Dashboard

group of people

EPI-LoVE: Exploring, Predicting, and Intervening on Long-term Viral suppression Electronically

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