Full Professor(heuristic)

Bioinformatics and Genomic Networks · Molecular Biology

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h-index56
i10-index236
Publications595
Citations12,218

Grants

27 total · 10 active

NSF #2008208

III: Small: Multimodal Machine Learning for Data with Incomplete Modalities

Expiring Soon
Amount
$500K–$600K
Period
2020-10-012026-09-30
PIs
1

Awarded at University of Virginia Main Campus

NSF #2500341

Collaborative Research: SCH: Personal Determinants of Health Enhanced Machine Learning Models for Early Prediction of Alzheimer's Disease and Related Dementias

Active
Amount
$300K–$400K
Period
2025-10-012029-09-30
PIs
2

Awarded at University of Virginia Main Campus

NIH #R01HL184168

SCH: Real-Time Evaluation of Acute Myocardial Infarction with Multi-Lead ECG Monitoring from Wearable PPG Measurements

Active
Amount
$300K–$400K
Period
2025-09-152029-06-30
PIs
2

Awarded at UNIVERSITY OF PITTSBURGH AT PITTSBURGH

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All Grants

27 total · 10 active

NSF #2008208

III: Small: Multimodal Machine Learning for Data with Incomplete Modalities

Expiring Soon
Amount
$500K–$600K
Period
2020-10-012026-09-30
PIs
1

Awarded at University of Virginia Main Campus

NSF #2500341

Collaborative Research: SCH: Personal Determinants of Health Enhanced Machine Learning Models for Early Prediction of Alzheimer's Disease and Related Dementias

Active
Amount
$300K–$400K
Period
2025-10-012029-09-30
PIs
2

Awarded at University of Virginia Main Campus

NIH #R01HL184168

SCH: Real-Time Evaluation of Acute Myocardial Infarction with Multi-Lead ECG Monitoring from Wearable PPG Measurements

Active
Amount
$300K–$400K
Period
2025-09-152029-06-30
PIs
2

Awarded at UNIVERSITY OF PITTSBURGH AT PITTSBURGH

NSF #2529378

III: Small: Optimizing Knowledge Utilization in Generative Models to Foster Research Ideation

Active
Amount
$300K–$400K
Period
2025-08-012028-07-31
PIs
1

Awarded at University of Virginia Main Campus

NSF #2313865

An Explainable Machine Learning Platform for Single Cell Data Analysis

Active
Amount
$800K–$900K
Period
2023-10-012027-09-30
PIs
2

Awarded at University of Virginia Main Campus

NSF #2217071

Collaborative Research: PPoSS: LARGE: Co-designing Hardware, Software, and Algorithms to Enable Extreme-Scale Machine Learning Systems

Active
Amount
$4M–$5M
Period
2022-10-012027-09-30
PIs
5

Awarded at University of Virginia Main Campus

NSF #2213700

Collaborative Research: CCRI: New: A Scalable Hardware and Software Environment Enabling Secure Multi-party Learning

Active
Amount
$1M–$2M
Period
2022-10-012027-09-30
PIs
5

Awarded at University of Virginia Main Campus

NSF #2106913

III: Medium: Knowledge-Guided Meta Learning for Multi-Omics Survival Analysis

Active
Amount
$1M–$2M
Period
2021-10-012027-09-30
PIs
3

Awarded at University of Virginia Main Campus

NSF #2538206

EAGER: Developing Concept-based Reasoning Approaches for Health

Active
Amount
$200K–$300K
Period
2025-10-012027-09-30
PIs
1

Awarded at University of Virginia Main Campus

NIH #R01LM014012

Continually Adaptive Machine Learning Platform for Personalized Biomedical Literature Curation and Exploration

Active
Amount
$300K–$400K
Period
2023-08-012027-04-30
PIs
3

NSF #2333740

Proto-OKN Theme 1: A Dynamically-Updated Open Knowledge Network for Health: Integrating Biomedical Insights with Social Determinants of Health

Amount
$1M–$2M
Period
2023-10-012025-04-25
PIs
5

Awarded at University of Virginia Main Campus

NSF #1955151

III: Medium: Collaborative Research: Mining and Leveraging Knowledge Hypercubes for Complex Applications

Amount
$400K–$500K
Period
2020-10-012024-09-30
PIs
1

Awarded at University of Virginia Main Campus

NSF #1934600

Collaborative Research: Knowledge Guided Machine Learning: A Framework for Accelerating Scientific Discovery

Amount
$300K–$400K
Period
2019-09-012022-08-31
PIs
2

Awarded at University of Virginia Main Campus

NSF #1938167

EAGER: Toward Interpretation of Pairwise Learning

Amount
$300K–$400K
Period
2019-09-012022-08-31
PIs
1

Awarded at University of Virginia Main Campus

NSF #1924928

III: Medium: High-Dimensional Interaction Analysis in Bio-Data Sets

Amount
$100K–$200K
Period
2019-01-032020-07-31
PIs
1

Awarded at University of Virginia Main Campus

NSF #1514204

III: Medium: High-Dimensional Interaction Analysis in Bio-Data Sets

Amount
$800K–$900K
Period
2015-08-152019-04-30
PIs
4

Awarded at SUNY at Buffalo

NSF #1016929

III:Small: Overlapping Clustering Analysis of Biological Networks

Amount
$500K–$600K
Period
2010-08-152015-07-31
PIs
2

Awarded at SUNY at Buffalo

NSF #0234895

Advanced Approaches for Integration and Analysis of Genomic Data

Amount
$1M–$2M
Period
2003-05-012012-04-30
PIs
6

Awarded at SUNY at Buffalo

NSF #1011828

ACM-BCB: Conference on Bioinformatics and Computational Biology

Amount
<$100K
Period
2010-04-012011-03-31
PIs
5

Awarded at SUNY at Buffalo

NSF #0101244

CISE Research Infrastructure: MultiStore: A Research Infrastructure for Management, Analysis and Visualization of Large-Scale Multidimensional Data Sets

Amount
Period
2001-09-012008-02-29
PIs
5

Awarded at SUNY at Buffalo

NSF #0308001

A Semantic Summarization Approach to Data Warehousing and Online Analytical Processing

Amount
$200K–$300K
Period
2003-09-012007-08-31
PIs
2

Awarded at SUNY at Buffalo

NIH #P20GM067650

Computational Approaches to Disease Causes and Treatment

Amount
$300K–$400K
Period
2003-08-152006-07-31
PIs
1

Awarded at STATE UNIVERSITY OF NEW YORK AT BUFFALO

NSF #0208936

Evaluation Methodology for Image Testbed and Content-Based Retrieval

Amount
$100K–$200K
Period
2002-08-152005-07-31
PIs
1

Awarded at SUNY at Buffalo

NSF #0137140

U.S.-Japan Joint Seminar: International Digital Library Annotation and Resource Discovery of Geographical Image Data

Amount
<$100K
Period
2002-04-012005-03-31
PIs
3

Awarded at SUNY at Buffalo

NSF #9905603

Metadata Model, Resource Discovery, and Querying on large-scale Multidimensional Datasets

Amount
$400K–$500K
Period
2000-08-152004-07-31
PIs
3

Awarded at SUNY at Buffalo

NSF #9983430

Digital Government: Very Large Scale Multidimensional Data Management and Retrieval for USGS and NIMA Imagery

Amount
$500K–$600K
Period
2000-08-012004-07-31
PIs
2

Awarded at SUNY at Buffalo

NSF #9818289

CISE Research Instrumentation: Experimental Infrastructure for Indexing, Retrieval and Robust Presentation of Multimedia Data

Amount
<$100K
Period
1999-01-012001-12-31
PIs
2

Awarded at SUNY at Buffalo

Recent Public Signals

  1. New paper: Neural Additive Deep Clustering Survival Machines: An Interpretable Approach for Alzheimer's Disease and Related Dementias (Alzheimer s & Dementia)2025-12-01
  2. New preprint: SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias2025-11-17
  3. New NSF award: Collaborative Research: SCH: Personal Determinants of Health Enhanced Machine Learning Models for Early Prediction of Alzheimer's Disease and Related Dementias2025-10-01

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Data Freshness

  • Publications as of 2026-07-09
  • Grants as of 2026-09-03

Data may not be current

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ORCID: 0000-0001-9723-3246

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