Research Interests
Applied statistics and machine learning
Selected Grants
NQVL:QTSD:Design: Quantum Advantage-Class Trapped Ion system (QACTI)
ResearchSenior Investigator · Awarded by National Science Foundation · 2025 - 2027Integrating Causal Inference and Deep Learning for Analysis and Interpretation
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2024 - 2027Duke-UNC Collaborative Pediatric Clinical Pharmacology Postdoctoral Training Program
Inst. Training Prgm or CMEPreceptor · Awarded by National Institutes of Health · 2021 - 2026NQVL:QTSD:Pilot: Quantum Advantage-Class Trapped Ion system (QACTI)
ResearchSenior Investigator · Awarded by National Science Foundation · 2024 - 2025Mapping Epigenetic Memory of Exposure New To Observe (MEMENTO)
ResearchCo Investigator · Awarded by Defense Advanced Research Projects Agency · 2019 - 2024RI: Small: Feature Encoding for Reinforcement Learning
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2018 - 2023Microsoft Investigator Fellowship
FellowshipPrincipal Investigator · Awarded by Microsoft Research · 2018 - 2023Postdoctoral Training in Genomic Medicine Research
Inst. Training Prgm or CMEMentor · Awarded by National Institutes of Health · 2017 - 2023Adversarial Learning for Nonproliferation Applications
ResearchPrincipal Investigator · Awarded by Triad National Security, LLC · 2018 - 2022Medical Scientist Training Program
Inst. Training Prgm or CMEMentor · Awarded by National Institutes of Health · 1997 - 2022NSF Convergence Accelerator Track D: A Trusted Integrative Model and Data Sharing Platform for Accelerating AI-Driven Health Innovation
ResearchCo-Principal Investigator · Awarded by National Science Foundation · 2020 - 2022An Integrated Nonparametric Bayesian and Deep Neural Network Framework for Biologically-Inspired Lifelong Learning
ResearchPrincipal Investigator · Awarded by Defense Advanced Research Projects Agency · 2018 - 2022Deep Generative Probabilistic Models for Synthetic Data Generation
ResearchPrincipal Investigator · Awarded by Samsung Semiconductor, Inc. · 2020 - 2022Deep learning-based image analysis for assessing real-time smoking risk
ResearchCo Investigator · Awarded by National Institutes of Health · 2018 - 2021Bioinformatics and Computational Biology Training Program
Inst. Training Prgm or CMEMentor · Awarded by National Institutes of Health · 2005 - 2021QuBBD: Deep Poisson Methods for Biomedical Time-to-Event and Longitudinal Data
ResearchCo-Principal Investigator · Awarded by National Institutes of Health · 2017 - 2021Multi-Source Activity Graph Latent Uncovering & Merging (MAGNUM)
ResearchPrincipal Investigator · Awarded by Lockheed Martin Corporation · 2017 - 2021Deep Learning for Sonar
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2018 - 2020GP Kernels for Cross-Spectrum Analysis of Dynamic Networks
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2017 - 20202019 LM ATL IRAD collaboration
ResearchPrincipal Investigator · Awarded by Lockheed Martin Corporation · 2018 - 2019Nuclear Science and Nuclear Nonproliferation Research
ResearchPrincipal Investigator · Awarded by University of Michigan · 2014 - 2019Nonparametric Bayes Methods for Big Data in Neuroscience
ResearchCo-Mentor · Awarded by National Institutes of Health · 2014 - 2019Enabling Stress Resistance
ResearchCo Investigator · Awarded by National Institutes of Health · 2012 - 2018Reinforced Learning for Decentralized Autonomous Agents
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2014 - 2018EMSW21-RTG: Geometric, Topological and Statistical Methods for Analyzing Massive Datasets
Inst. Training Prgm or CMEKey Faculty · Awarded by National Science Foundation · 2011 - 2018RTI University Scholar Program
ResearchPrincipal Investigator · Awarded by Research Triangle Institute International · 2017 - 2018Exploiting Low-Dimensional Structure for Accerlerated Computations
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2014 - 2018Bayesian Nonparametric Models to Represent Knowledge and Uncertainty for Decentralizing Planning
ResearchPrincipal Investigator · Awarded by Massachusetts Institute of Technology · 2011 - 2018Computational Strategies for High Dimensional and Imprecise Data
ResearchPrincipal Investigator · Awarded by University of California - Los Angeles · 2012 - 2017EAGER-DynamicData: Principled and Scalable Probabilistic Frameworks for Dynamic Multi-modal Data
ResearchPrincipal Investigator · Awarded by National Science Foundation · 2015 - 2017Accenture and Duke University Analytics Research Program
ResearchPrincipal Investigator · Awarded by Accenture plc · 2015 - 2017Feature Learning for Distributed Analysis of Massive Heterogeneous Data
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2014 - 2017Peer-Based Duke-IITGN Research Partnership
Public ServicePrincipal Investigator · Awarded by Research Triangle Institute International · 2015 - 2016Compressive HSI Measurements for ATR
ResearchPrincipal Investigator · Awarded by National Geospatial-Intelligence Agency · 2009 - 2016Workshop: Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Army Research Office · 2015 - 2016Mathematics of Low Dimensional Represenations for Design
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2011 - 2016Validation of the host transcription diagnostic for prediction of incipient respiratory viral infection
ResearchInvestigator · Awarded by Defense Advanced Research Projects Agency · 2014 - 2016Workshop: Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Office of Naval Research · 2015 - 2015Statistical Methods in Active Transfer Learning
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2011 - 2015X-Ray Scatter and Phase Imaging for Explosive Detection
ResearchCo-Principal Investigator · Awarded by US Department of Homeland Security · 2011 - 2015Opportunistic Sensing
ResearchPrincipal Investigator · Awarded by Rice University · 2009 - 2015Compressive Sensing & Deep Learning for Analysis of Hyperspectral Imagery
ResearchPrincipal Investigator · Awarded by Department of Energy · 2011 - 2015Future States Processing Support
ResearchPrincipal Investigator · Awarded by North Carolina State University · 2014 - 2015LAS Prime Contract H98230-13-D-0054, Deliver Order 0002, The Future States Processing
ResearchPrincipal Investigator · Awarded by North Carolina State University · 2013 - 2014Workshop: Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Army Research Office · 2013 - 2014Nonparametric Bayesian Statistics for Adaptive Sensing
ResearchPrincipal Investigator · Awarded by Army Research Office · 2011 - 2014Learning, Reasoning, & Information Integration for Naval Sensing
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2011 - 2014Statistical Machine Learning for Underwater Sensing
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2011 - 2014Workshop: Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Office of Naval Research · 2013 - 2013Statistical Signal Processing for Remote Sensing of Targets: Proposal for Terrestrial Science Program
ResearchCo-Principal Investigator · Awarded by Army Research Office · 2009 - 2013Integration of Advanced Statistical Analysis Tools and Geophysical Modeling
ResearchPrincipal Investigator · Awarded by Strategic Environmental Research & Development Program · 2009 - 2013Transfer and Active Learning for Intent Recognition
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2008 - 2012Exploitation of Physics and Statistics in Networked Compressive Sensing
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2008 - 2012Workshop on Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Air Force Office of Scientific Research · 2011 - 2012Non-Parametric Bayesian Analysis of Heterogeneous Data
ResearchPrincipal Investigator · Awarded by Air Force Office of Scientific Research · 2009 - 2011Workshop on Sensing and Analysis of High-Dimensional Data
ConferencePrincipal Investigator · Awarded by Office of Naval Research · 2011 - 2011Statistical Signal Processing For Landmine and Ordnance Detection and Discrimination
ResearchCo-Principal Investigator · Awarded by Army Research Office · 2006 - 2011Information Processing for Counter-IED & Counter-Insurgency
ResearchPrincipal Investigator · Awarded by Army Research Office · 2008 - 2011Enhancing Underwater Target Classification via Semi-Supervised Multitask Learning
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2008 - 2010Standoff Inverse Analysis and Manipulation of Electronics Systems (SIAMES)
ResearchPrincipal Investigator · Awarded by Army Research Office · 2005 - 2010Adaptive Multi-Sensor Interrogation of Targets Embedded in Complex Environments
ResearchPrincipal Investigator · Awarded by Air Force Office of Scientific Research · 2007 - 2009RF Time-Reversal Methods for Imaging & Detection
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2006 - 2009Joint Relevance Vector Machine for Broadband Sonar Data Classification
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2006 - 2009Advanced Wavelet-Based Analysis of Hyper-Spectral Imagery
ResearchPrincipal Investigator · Awarded by Department of Energy · 2006 - 2009Workshop on Advanced Techniques in Automatic Target Recognition and Sensor Processing
ConferencePrincipal Investigator · Awarded by Army Research Office · 2008 - 2009Statistical and Adaptive Signal Processing for UXO Discrimination for Next-Generation Sensor Data
ResearchCo-Principal Investigator · Awarded by Strategic Environmental Research & Development Program · 2005 - 2009Scalable Development of Advanced Frequency and Time Domain EM Modeling Software
ResearchPrincipal Investigator · Awarded by Army Research Office · 2004 - 2008Statistical Signal Processing and Modeling for Demining
ResearchCo-Principal Investigator · Awarded by Army Research Office · 2000 - 2008Adaptive Statistical Methods for Detection and Classification of Targets in General Environments
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2005 - 2007Semi-Supervised, Multi-Sensor Learning for Underwater Sensing
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2005 - 2007Adaptive Multi-Modality Inverse Scattering for Targets Embedded in General Stochastic Environments
ResearchPrincipal Investigator · Awarded by Army Research Office · 2002 - 2007Time-Reversal Imaging for Detection and Classification on MCM Targets: Gibbs Sampling and the Relevance Vector Machine
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2005 - 2006Analysis and Modeling of GPR Sensors
ResearchPrincipal Investigator · Awarded by Army Research Office · 2003 - 2006Modeling and Signal Processing for EMI Sensing of Landmines, In Support of AMD System (supplement)
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2004 - 2006Hybrid Computational Electromagnetics for Simulating Radar Scattering from a Ship over a Rough Sea Surface
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2002 - 2006Integration of Duke NIITEK Technology for a Prototype GPR-QR System
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2004 - 2006Development of a Dielectric-Rod Antenna System for Coupling with QR Landmine Sensing
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2003 - 2005New Techniques for Detection and Identification of Submerged Elastic Targets
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2001 - 2005Physics-Based Modeling and Signal Processing for Synthetic Aperture Radar Detection of Former Bombing Ranges and Burial Pits
ResearchPrincipal Investigator · Awarded by Strategic Environmental Research & Development Program · 2002 - 2005Multi-Sensor Physics-Based Classification of Unexploded Ordnance
ResearchPrincipal Investigator · Awarded by Army Research Office · 2002 - 2005ICA Feature Extraction and SVM Classification of FLIR Imagery
ResearchPrincipal Investigator · Awarded by United States Army Medical Research and Materiel Command · 2002 - 2005HSTAMIDS Radar-System Modeling: Peformance Prediction and Feasibility of Integration with the QR/EMI System
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2002 - 2005Statistical Methods for Detection and Classification of Targets in General Environments
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 1996 - 2004Time-Reversal Imaging and Bayesian Classification for Detection of MCM Targets in a Water Channel
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 2003 - 2004Well-conditioned Multi-level Fast Multipole Modeling of Military Communication Channels
ResearchPrincipal Investigator · Awarded by Army Research Office · 2001 - 2004Software Development for Electromagnetic Sensing of Surface and Subsurface Targets: Simulation and Signal Processing
ResearchPrincipal Investigator · Awarded by Army Research Office · 2000 - 2003Multidisciplinary Research for Demining
ResearchPrincipal Investigator · Awarded by Army Research Office · 1996 - 2002Multi-Level Fast Multipole Algorithm (MLFMA) with Application to FOPEN Radar Scattering Problems
ResearchPrincipal Investigator · Awarded by Army Research Office · 2001 - 2002FLIR Image Classification Using Hidden Markov Trees, With Comparisons to More-Traditional Algorithms
ResearchPrincipal Investigator · Awarded by Army Research Office · 2001 - 2001Physics-based Processing for Underwater Acoustic, SAR and ISAR Scattering Data
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 1998 - 2001Statistical Signal Processing for Demining: Experimental Verification
ResearchCo-Principal Investigator · Awarded by Army Research Office · 1999 - 2000Fast Multipole Modeling of Land Mines in the Presence of Naturally Occurring Clutter
ResearchPrincipal Investigator · Awarded by Army Research Office · 1999 - 2000Multilevel Fast Multipole Algorithm with Application to Foliage Penetrating (FOPEN) Radar
ResearchPrincipal Investigator · Awarded by Army Research Office · 1999 - 2000Matching Pursuits and Hidden Markov Models for Processing IR Imagery
ResearchPrincipal Investigator · Awarded by Army Research Office · 1999 - 2000MRTD for Terrestrial Propagation and Rough-Surface Scattering
ResearchPrincipal Investigator · Awarded by Army Research Office · 1999 - 2000Efficient Electromagnetic Scattering Models for UWB Synthetic Aperture Radar Calibration
ResearchPrincipal Investigator · Awarded by Army Research Office · 1999 - 1999UWB SAR for Substance-Target Identification
ResearchPrincipal Investigator · Awarded by Army Research Office · 1998 - 1999Multidisciplinary Research for Demining
ResearchPrincipal Investigator · Awarded by Army Research Office · 1996 - 1999Modeling and ATR for Foliage and Ground Penetrating Radar
ResearchPrincipal Investigator · Awarded by Army Research Office · 1996 - 1999Model-Based Time-Frequency Processing for Underwater Acoustic & SAR/ISAR Scattering Data
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 1996 - 1998Model-based Time-frequency Processing for Underwater Acoustic and SAR/ISAR Scattering Data
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 1996 - 1998Modelling and ATR for Foliage and Ground Penetrating Radar
ResearchPrincipal Investigator · Awarded by Army Research Office · 1996 - 1997Signal Processing for Detecting and Identifying Submerged Targets Near a Rough Surface Bottom
ResearchPrincipal Investigator · Awarded by Office of Naval Research · 1996 - 1997Short-pulse Phenomenology: Signal Processing Algorithms for Extracting Information from Measured Data
ResearchPrincipal Investigator · Awarded by National Science Foundation · 1995 - 1996External Relationships
- George Washington University
This faculty member (or a member of their immediate family) has reported outside activities with the companies, institutions, or organizations listed above. This information is available to institutional leadership and, when appropriate, management plans are in place to address potential conflicts of interest.