Paper ID 1: Joint Embedding of Structural and Functional Brain Networks with Graph Neural Networks for Mental Illness Diagnosis. Yanqiao ZHU (CRIPAC, CASIA)*; Hejie Cui (Emory University); Lifang He (Lehigh University); Lichao Sun (Unversity of Illinois at Chicago); Carl Yang (Emory University)
Paper ID 2: Predicting emotional state using behavioral markers derived from passively sensed data. Emese Sükei (Universidad Carlos III de Madrid)*
Paper ID 4: Severity Classification of Mental Health Related Tweets. Praatibh Surana (Manipal Institute of Technology); Mirza Yusuf (Manipal Institute of Technology); Sanjay Singh (Manipal Institute of Technology)*
Paper ID 7: Predicting Mood Disorder Symptoms with Remotely Collected Videos Using an Interpretable Multimodal Dynamic Attention Fusion Network. Tathagata Banerjee (Blackthorn Therapeutics)*; Matthew E Kollada (Blackthorn Therapeutics); Andrew Jaffe (Blackthorn Therapeutics); John Reynders (Blackthorn Therapeutics); Jane Tiller (Blackthorn Therapeutics); Oscar Rodriguez (Blackthorn Therapeutics); Pablo Gersberg (Blackthorn Therapeutics)
Paper ID 8: Mind the gap: Addressing practical challenges of predictive machine-learning for mental health using a human-centered approach. Kristina L Kupferschmidt (University of Guelph)*; Graham Taylor (University of Guelph); Joshua G. Skorburg (University of Guelph)
Paper ID 9: Mixed Effects Machine Learning for Personalised Predictions of Clinical Depression Severity. Robert A Lewis (Massachusetts Institute of Technology)*; Asma Ghandeharioun (MIT); Szymon Fedor (MIT); Rosalind Picard (MIT Media Lab); Paola Pedrelli (Harvard / MGH); David Mischoulon (Harvard / MGH)
Paper ID 10: Achieving Scalability without Sacrificing Validity: Clinical Validation of Online Self-Report Scales for Schizophrenia and Depression. Philip Resnik (University of Maryland)*; Glen Coppersmith (Qntfy); John P Dickerson (University of Maryland); Carol Espy-Wilson (University of Maryland); Deanna Kelly (University of Maryland Schoo of Medicine)
[Paper] [Poster] [Video]
Paper ID 11: AStERisk* : Automatic Mental Stress Detection based on Electrocardiogram for Real Time Heart Risk Prediction using 1-D CNN. Alluri LSV Siddhartha Varma (IIIT Naya Raipur)*; Aakash Agarwal (IIIT Naya Raipur); Amulya Varshney (IIIT Naya Raipur); Debanjan Das (IIIT Naya Raipur)
Paper ID 12: Multimodal brain explainer: integrating functional and structural connectivity data for schizophrenia detection. Isaac Sebenius (University of Cambridge)*; Alex Campbell (University of Cambridge); Sarah Morgan (University of Cambridge); Pietro Lió (University of Cambridge)