Current Appointments & Affiliations
Eugene Anson Stead, Jr. M.D. Associate Professor
·
2021 - Present
Biostatistics & Bioinformatics, Division of Translational Biomedical,
Biostatistics & Bioinformatics
Associate Professor of Biostatistics & Bioinformatics
·
2022 - Present
Biostatistics & Bioinformatics, Division of Translational Biomedical,
Biostatistics & Bioinformatics
Associate Professor of Computer Science
·
2022 - Present
Computer Science,
Trinity College of Arts & Sciences
Associate Professor of Statistical Science
·
2022 - Present
Statistical Science,
Trinity College of Arts & Sciences
Associate Professor in the Department of Electrical and Computer Engineering
·
2022 - Present
Electrical and Computer Engineering,
Pratt School of Engineering
Recent Publications
TEMPTED: time-informed dimensionality reduction for longitudinal microbiome studies.
Journal Article Genome Biol · December 19, 2024 Longitudinal studies are crucial for understanding complex microbiome dynamics and their link to health. We introduce TEMPoral TEnsor Decomposition (TEMPTED), a time-informed dimensionality reduction method for high-dimensional longitudinal data that treat ... Full text Link to item CiteSoft phenotyping for sepsis via EHR time-aware soft clustering.
Journal Article J Biomed Inform · April 2024 OBJECTIVE: Sepsis is one of the most serious hospital conditions associated with high mortality. Sepsis is the result of a dysregulated immune response to infection that can lead to multiple organ dysfunction and death. Due to the wide variability in the c ... Full text Link to item CiteCocaine Use Prediction With Tensor-Based Machine Learning on Multimodal MRI Connectome Data.
Journal Article Neural Comput · December 12, 2023 This letter considers the use of machine learning algorithms for predicting cocaine use based on magnetic resonance imaging (MRI) connectomic data. The study used functional MRI (fMRI) and diffusion MRI (dMRI) data collected from 275 individuals, which was ... Full text Link to item CiteRecent Grants
Integrated Detection and Classification of Sepsis via Tensor Methods Using EHR
ResearchPrincipal Investigator · Awarded by National Institutes of Health · 2024 - 2029Duke University Psychiatry Physician-Scientist Residency Training Program
Inst. Training Prgm or CMEMentor · Awarded by National Institutes of Health · 2024 - 2029Machine Learning Guided Precision Genetic Testing for Identification of Monogenic Cardiovascular Disorders
ResearchCo-Principal Investigator · Awarded by National Institutes of Health · 2024 - 2028View All Grants
Education, Training & Certifications
University of Pennsylvania ·
2015
Ph.D.