Causal Insights Unleashed

Integrating multimodal data to enhance understanding of mental health through advanced causal modeling techniques.

Causal Analysis

Mapping symptom networks through Granger causality and reasoning.

A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
Federated Learning

Encrypted training across hospitals with data drift detection.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A medical monitor displays various vital signs and readings, including an ECG line showing heart activity, numbers indicating SPO2 levels, and blood pressure. The screen is prominently labeled with 'DEMO', and the monitor is manufactured by Mindray.
A medical monitor displays various vital signs and readings, including an ECG line showing heart activity, numbers indicating SPO2 levels, and blood pressure. The screen is prominently labeled with 'DEMO', and the monitor is manufactured by Mindray.
A variety of photographs surround a central image of a clipboard with the word 'Depression' typed on it. The surrounding photos depict individuals in various poses of distress or contemplation, suggesting themes of sadness, loneliness, and introspection.
A variety of photographs surround a central image of a clipboard with the word 'Depression' typed on it. The surrounding photos depict individuals in various poses of distress or contemplation, suggesting themes of sadness, loneliness, and introspection.
Dynamic Fusion

Integrating fMRI, speech, and behavior data for insights.