Our Projects
Brain Network Dynamics
Exploring how brain networks interact and change over time to understand brain function, cognition, and behavior, and identify connectivity patterns associated with neurological and psychiatric disorders.
Dynamic Functional Connectivity
Investigating time-varying interactions among brain networks to understand the neural dynamics underlying cognition, behavior, and psychiatric conditions.
Brain Network Organization
Characterizing the spatial and functional organization of brain networks and identifying alterations associated with neurological and psychiatric disorders.
Brain Connectivity and Genetic Risk
Exploring relationships between brain connectivity, genetic susceptibility, and neurodegenerative processes to understand individual differences in brain health.
Computational Neuroscience and Artificial Intelligence
Developing advanced computational methods and interpretable artificial intelligence approaches to understand complex brain activity and discover clinically meaningful patterns
Explainable Artificial Intelligence
Developing interpretable machine learning approaches to identify and visualize brain connectivity patterns associated with neurological and psychiatric conditions.
Treatment Response and Precision Psychiatry
We develop machine learning models that integrate neuroimaging, EEG, and clinical data to predict individual responses to psychiatric treatments. Our research aims to identify reliable biomarkers of treatment outcomes, understand differences in therapeutic response, and advance personalized treatment strategies in psychiatry.
Predictive Biomarker Discovery
Applying machine learning and multimodal data analysis to identify neural signatures associated with clinical symptoms, disease progression, and treatment outcomes.
Electrophysiology and Precision Psychiatry
Investigating neural activity and treatment-related changes using electrophysiology, neurotechnology, and computational biomarkers to advance personalized mental healthcare.
EEG and Neural Biomarkers
Investigating electrophysiological signatures of brain function and psychiatric symptoms using conventional and portable EEG technologies.
Neuromodulation and Brain Stimulation
Investigating how therapeutic brain stimulation, including transcranial magnetic stimulation (TMS), deep brain stimulation (DBS), and electroconvulsive therapy (ECT), modulates brain activity and connectivity to uncover treatment mechanisms and identify neural biomarkers associated with clinical outcomes.
Portable and Dry EEG Technologies
Developing and evaluating portable and dry EEG technologies for accessible, real-world monitoring of brain activity. Our research focuses on assessing signal quality, identifying reliable neural biomarkers, and advancing applications in mental health assessment, treatment monitoring, and precision psychiatry.
Research Funding & Support
National Institute of Mental Health (NIMH)
Brain & Behavior Research Foundation (BBRF)
Supporting innovative research to advance our understanding of brain function, mental health, and psychiatric disorders.
Brain & Behavior Research Foundation (BBRF)
Brain & Behavior Research Foundation (BBRF)
Supporting innovative neuroscience research to better understand, prevent, and treat mental health disorders.
Harvard Catalyst
Harvard Catalyst
Supporting clinical and translational research by providing resources and collaborative opportunities to advance scientific discoveries and improve human health.