A one-day satellite workshop of ICASSP 2027

May 17, 2027 

 The workshop is organized by the SPS Data Science Initiative and endorsed by IEEE Brain and IEEE AgeTech Initiatives.

The workshop is organized by the IEEE SPS Data Science Initiative (DSI) as part of the Data Science and Learning Workshop (DSLW) series.

The workshop will bring together researchers developing multimodal AI methods for mental healthcare using speech, language, video, behavioral signals, mobile and wearable sensing, electroencephalography, and structural and functional neuroimaging.

The workshop will foster interdisciplinary collaboration across signal processing, machine learning, medicine, and healthcare. It will promote reproducible, clinically relevant AI for mental healthcare across the lifespan, including for older adults. The workshop is endorsed by IEEE Brain and IEEE AgeTech Intiatives.

Workshop Composition

• Keynote speakers

• Contributed talk of full papers (to appear in IEEEXplore).

• Experts panel

• Poster session of last-minute contributions (only abstract required, will not appear in  IEEEXplore)

Keynote Speakers

 Paper Submission

 List of Topics 

The topics covered by the workshop include, but are not limited to:

• Mental health epidemiology and societal and economic impact

• Limitations of current diagnostic methodologies in the era of digital health

• Community-based mental healthcare using speech, language, video---captured by wearable, mobile, and behavioral sensing

• Multimodal mental health datasets, benchmarking, privacy, and ethical data sharing

• Structural and functional MRI, EEG, and multimodal neuroimaging

• Modeling of brain dynamics 

• Behavioral and physiological paradigms and beyond-mental health screening  

• AI and personalized mental healthcare

• Predictive modeling for diagnosis, prognosis, and treatment response

• Explainable, trustworthy, and physics-informed AI for mental healthcare

• Translation of multimodal AI technologies to clinical practice

• Mental health for elderly people

• Brain development and developmental biomarkers