Faculty

Handoffs, Care Transitions, Clinical Decision Support, Perioperative Mental Health

Genetics, Epidemiology, Addiction, Comorbidity, Neuroscience, Prenatal Exposure

Laboratory Aspect of Clinical In Vitro Fertilization, AI in Outcome Prediction and Technical Procedure Improvement

Child and family services, child maltreatment prevention, and early childhood development and health outcomes

applications of 3D printing in medicine and imaging in perianal Crohn’s disease

Neuroscience, Perception, Cognition, Active Learning, Diagnostics, Medical Inference

Safety-critical Medical Devices Using Machine Learning

Functional Cognition, Daily Life Function, Mild Cognitive Impairment

Artificial intelligence in breast imaging

Molecular and physiological imaging, Kidney disease, Metabolic disease, Noninvasive imaging biomarkers to detect disease progression

Neuroscience, AI and brain imaging in aging and dementia, Alzheimer disease, MRI, and PET

Optical imaging, hyperspectral imaging, AI assisted digital pathology, peripheral nerve imaging

computational neuroimaging approaches and leverages epidemiological datasets to identify brain markers of mental health and to elucidate principles of functional brain organization

Neuroimaging, Genetics, Psychiatric Disorders, Prenatal Exposures, Biospecimens, Complex Behavior

Translational, public health-related research, with a special focus on filarial infections—insect-borne threadlike parasitic worms that cause lymphatic filariasis (elephantiasis), onchocerciasis (river blindness), and loiasis (African eye worm).

cardiothoracic imaging, computational modeling, and 3D anatomical segmentation

Opioids, neural circuits of reward, motivation and affect, metabolism and diabetes

Portable Instrumentation, Edge AI Devices and Sensors, AI and Neuromorphic Accelerators

Translational molecular neuroimaging, PET, CT, MRI, Neuroscience, Neuroinflammation, Neurodegeneration

Uterine Activity, Myometrium, Ion Channel, Oxytocin, Circadian, Pregnancy, Preterm Birth

Mental Health, Eating Disorders, Screening, Prevention, Treatment, Chatbots, Mobile Apps, Public Health

Community- and Data-Driven Science, Complex Systems, Computational Social Science, Responsible Artificial Intelligence

Prediction of Clinical Outcomes Following Surgery/Anesthesia, Integration of Prediction Models into Clinical Workflows

Bayesian Experimental Design, Bayesian Optimization, Active Learning

Breast imaging, breast cancer, artificial intelligence, big data, precision medicine

Surgical Pathology, Renal Pathology, Digital Pathology, Image Analysis, Acute Kidney Injury

Imaging neuroanatomy and brain imaging methods development. I have been a part of the Human Connectome Project since its inception and have used multi-modal HCP MRI data to map the cortical areas of the human brain. Recent work includes using machine learning and deep learning to classify independent component analysis (ICA) components into signal and artifact categories, prediction of individual brain area locations based on multi-modalities, and image registration

Advanced brain imaging, Stroke and cerebrovascular imaging, Brain metabolism, Systems and computational neuroscience

Mobile Health Technology; Health Informatics; Data Science; Predictive Analytics; Implementation Science; Clinical Outcomes Research

Human Genetics, Rare Variants, Chiari Malformation, Hydrocephalus, Muscular Dystrophy, Deep Mutational Scanning, Pathogenicity Prediction

Interaction Design, Creative Technology, Sensory and Ambient Interfaces

Risk Prediction for Postoperative Acute and Chronic Pain

Biomechanics, Orthopedics, Musculoskeletal modeling, Longitudinal activity tracking

Rehabilitation, Movement analysis, Orthopaedics, Biomechanics

Addiction, Statistical Genetics, Structural Neuroimaging, Biostatistics, Psychometrics

Neuroimaging, Neurodevelopment, Cognition, Metabolic Disorders, Neurodegeneration

Machine Learning, Human-in-the-loop Computation

Natural Language Processing, Machine Learning

Quality Assurance, Deep Learning, Motion Modeling, Image Guidance, Adaptive Radiation Therapy

GenAI security and privacy; Web and IoT privacy and security; Technology policy

Computer Vision, Remote Sensing, Geospatial AI

AI/ML, Quantum Computing, Blockchains, Security

Medical imaging, AI Evaluation, In Silico Imaging Trials, AI for Image Generation and Analysis

Image analysis, Dynamic risk prediction, Causal inference, Life history data analysis

Probabilistic Models for Healthcare Operational Decision Support

Computational Imaging, Computer Vision, Machine Learning, Optimization.

Clinical Informatics, Decision Support, Perioperative Outcomes

Perioperative Risk Modeling, Handoffs, Solid Organ Transplantation, Integration of Prediction Models into Clinical Workflows

Critical Care, Outcomes Research, Nosocomial Infections, Early Warning Systems

machine learning, image processing, computer vision, magnetic resonance imaging, neuroscience, precision medicine

Clinical NLP, Electronic Phenotyping, Information Extraction

Orthopaedic, Biomechanics, Kinematics, Rehabilitation

Neuroprosthetics, Neuromodulation, Brain Computer Interfaces, Brain Mapping, Resting State fMRI, Neurotechnology

Real-time Imaging Data Processing and Analysis with Deep Convolutional Neural Networks, Imaging Diagnosis and Prognostication of Cardiomyopathies, Imaging Diagnostic Network for Rural Health Engagement

Big data computing, quantile regression, causal inference,  biostatistics

Longitudinal data analysis, survival analysis, precision medicine, machine learning, artificial intelligence

Clinical Informatics, Clinical Decision Support, Clinician Workflow and Efficiency

Machine learning, data sciences, data integration, optimization theory and computational medical imaging

Applications of AI in medical imaging, Multimodal predictive models, Informatics and data systems to enable translational AI, Data repositories and data sharing

Pediatric neuroimaging, Precision functional mapping of individual brains, Big data & reproducibility

Advanced neuro MRI methods, Imaging of develoing brain, Dose reduction in neuro computed tomography, MRI of normal brain development, MRI of neurodevelopmental disorders including austism and Down syndrome, MRI of injury to the developing brain

Artificial intelligence applications in Pediatric Neuro-imaging, Pediatric Neuro-Oncology, Epilepsy and functional imaging, Hypoxic Injury in Neonates, Demyelinating syndromes, Congenital neurologic anomalies, Pediatric cutaneous and CNS vascular syndromes

Critical Care Outcomes, Predictive Modeling, Early Warning Systems, AI/ML

Cancer genomics, Auto-segmentation, Clinical Trial Design, Gastrointestinal malignancies, Adaptive radiotherapy

Spin-(e, al):  deformity, tumor(s), cord injury, artificial intelligence, smart health, wearable(s), biologics, augmented reality. Cervical: deformity, tumor(s), cord injury, artificial intelligence, smart health, wearable(s), biologics, augmented reality.

Neurofluid Imaging, Brain Tissue Microstructure Imaging, Computational Neuroimaging, Early Postnatal Brain Development, MRI-Histology Correlation

Personality assessment, psychopathology, structural equation modeling, natural language processing

Data Visualization, Human-Computer Interaction, Decision Making

Critical Care, Telemedicine, Clinical Decision Support

Labor and Delivery, Pregnancy Outcomes, Maternal Morbidity, Neonatal Morbidity

Utilizing AI in advanced imaging (AI2) to investigate the intersection of Alzheimer’s disease and lifestyle factors on brain health – the structural and physiologic reserve of the central nervous system, utilizing AI vision transformers on multi-organ MR imaging along with multi-tracer PET molecular neuroimaging to study modifiable Alzheimer’s risk factors such as obesity on neuroinflammation and neurodegeneration imaging biomarkers, applying AI volumetry to better characterize neurodegeneration in patients with cognitive decline

Information Theory, Privacy, Distributed Systems

Diabetes, Ecological Momentary Assessment, Cognition, Community Engagement

Pediatric, Mechanical Circulatory Support, Neurological Outcomes, Machine Learning

Physical Activity, Exercise, Behavior Change, Cancer Survivorship, Accelerated Aging

Spinal Cord Injury, Neuroprosthetic Optimization, Personalized Neurorehabilitation, Adaptive Learning Wearables

Pediatric, Machine Learning, Extracorporeal Membrane Oxygenation

Molecularly targeted multimodal imaging, radiopharmaceutical development, preclinical to clinical translation, automated image analysis

Natural Language Processing, Patient-Centered Radiology, Lung Cancer, Interstitial Lung Disease

ML-enabled Control Systems with Safety Guarantees

Critical Care, Phenotyping, Machine Learning, Modelling Algorithms, Systems Biology, Trial Design.

Neuro-imaging, neuro-oncology, Alzheimer’s Disease, artificial intelligence, medical image analysis, natural language processing, data science, big data, precision medicine

Economic Empowerment and Social Protection Interventions for Children and Adolescent Youth

Fall Prevention, Aging, Function, Community

Integration of Machine Learning and Optimization; Data-Driven Simulation; Adaptive Treatment Strategies; Optimization of Healthcare Resource

Whole-Slide Image Analysis, EHR Modeling, Deep Learning, Adverse Drug Reactions

Quantitative molecular imaging and drug design in targeted radiopharmaceuticals, theranostics enabling delivery of ionizing radiation for improved diagnostics, characterization of the disease microenvironment, and selective delivery of potent high linear energy transfer therapeutics, applications in metastatic oncology and in infectious disease

Risk Stratification and Prediction, Sepsis, Antimicrobial Resistance, Digital Contact Tracing

Privacy and Fairness in Machine Learning

Quantitative imaging, radioimmunotherapy, imaging the immune system, multi-modality imaging

Natural Language Processing, Machine Learning

Soft Electronics, Printed Electronics, Wearable Sensors

Microbiome, Climate Change, AI in Public Health

MRI and PET imaging, neuroinflammation, neurodegenerative disease

Investigating neural coding using deep learning, Investigating autism behaviors using computer vision and machine learning, Single-neuron electrophysiology in humans

Electrophysiological Imaging, Magnetic Resonance Imaging, Women’s Health

MRI, Neuroscience, Biophysical modeling and imaging of human brain structure and functioning,
Applications to Alzheimer disease and Multiple sclerosis