Computational Wellbeing Group
• Design computational methods, tools, and human centered and/or data driven technologies for measuring and improving health and wellbeing.
• Understand relationships between human behaviors and physiology with health and wellbeing through human data modeling and analytics.
We are a highly interdisciplinary team: data science, machine learning, behavioral science, mobile and ubiquitous computing, physics and human computer interaction. We study non-clinical populations (e.g., college students, office workers) as well as clinical populations (e.g. patients with depression, schizophrenia, substance use disorders, Alzheimer, cancers ) in collaboration with researchers in psychology, psychiatry, sleep and circadian disorders, engineering and behavioral science. We are a part of Rice Scalable Health Labs.
[May, 2022] We will organize a workshop/challenge at IEEE EMBC 2022, "Detection of Stress and Mental Health Using Wearable Sensors". We call for challenge participants and paper submissions. Please visit our workshop website.
New paper at IEEE EMBC 2022.
Huiyuan Yang, Han Yu, Kusha Sridhar, Thomas Vaessen, Inez Myin-Germeys, Akane Sano, "More to Less (M2L): Enhanced Health Recognition in the Wild with Reduced Modality of Wearable Sensors", the 44th International Engineering in Medicine and Biology Conference, 2022 [arxiv]
[February, 2022] New paper at JMIR mHealth and uHealth.
Joanne Zhou, Bishal Lamichhane, Dror Ben-Zeev, Andrew Campbell, Akane Sano, "Routine Clustering of Mobile Sensor Data Facilitates Psychotic Relapse Prediction in Schizophrenia Patients", Journal of Medical Internet Research (JMIR) uhealth mhealth, In press, [arxiv] [preprint]
[October, 2021] New paper at IEEE EMBC 2021.
Ethan N Lyon , Luis H Victor, Akane Sano, "Health Label and Behavioral Feature Prediction Using Bayesian Hierarchical Vector Autoregression Models", International Conferences of the IEEE Engineering in Medicine and Biology Society (EMBC), 2021. [pdf]
[September, 2021] New paper at International Conference on Affective Computing & Intelligent Interaction (ACII 2021) .
Han Yu, Thomas Vaessen, Inez Myin-Germeys, Akane Sano, "Modality Fusion Network and Personalized Attention in Momentary Stress Detection in the Wild", Accepted to 9th International Conference on Affective Computing & Intelligent Interaction (ACII 2021) [arxiv] [code]
[March, 2021] Our clinical trial protol paper at JMIR protocol
A. Ito-Masui, E. Kawamoto, R. Sakamoto, H. Yu, A. Sano, E. Motomura, H. Tanii, S. Sakano, R. Esumi, H. Imai, M. Shimaoka, "Internet-based Individualized Cognitive Behavioral Therapy for Shift Work Sleep Disorder (Empowered by Wellbeing Prediction): A Pilot Study Protocol", JMIR Protocol, Vol 10, No 3 (2021): March, [JMIR URL].
[November, 2020] We presented two papers at MobiHealth 2020.
"Forecasting Health and Wellbeing for Shift Workers Using Job-role Based Deep Neural Network" (Han Yu et al.) [PDF]
"Patient-independent Schizophrenia Relapse Prediction Using Mobile Sensor based Daily Behavioral Rhythm Changes" (Bishal Lamichhane et al.) [PDF]
[October, 2020] We received an NIH grant to measure physical and mental health risks and develop a personalized advice system for dementia spousal caregivers to accomplish everyday tasks and boost their mental health while safely distancing in collaboration with Dr. Chris Fagundes's team at Rice Psychology. [Link]
[July, 2020] Our team received Microsoft pandemic preparedness award for “Design and Evaluation of Intelligent Agent Prototypes for Assistance with COVID-19 work and lifestyle disruptions.” in collaboration with Drs. Fred Oswald (Rice) and Nidal Moukaddam (Baylor College of Medicine) [link]
[June, 2020] New papers in ACM IMWUT and IEEE EMBC 2020.
[Feb, 2020] Our team received Microsoft Productivity Research Collaboration grant "Unobtrusive Personalized Work Engagement Assistant" in collaboration with Drs. Ashok Veeraraghavan(Rice) and Fred Oswald (Rice) [link]
[Nov, 2019] We received Rice University Institute of Biosciences and Bioengineering: Hamill Innovation Awards: CraveSupport: Measuring and Intervening Craving Moments in Substance Use Disorders (SUD) using Bio-behavioral Sensor (in collaboration with Drs. Ashutosh Sabharwal (Rice), Nidal Moukaddam, Ramiro Salas (Baylor College of Medicine)).
[Nov, 2019] We received AMED funding (Japan agency for medical research and development) "Sleep and wellbeing recommendation system for shift workers" in collaboration with Mie University.
[Sept, 2019] We presented "Toward End-to-end Prediction of Future Wellbeing using Deep Sensor Representation Learning" at International Conference on Affective Computing and Intelligent Interaction (ACII) workshop, Machine Learning for the Diagnosis and Treatment of Affective Disorders (ML4AD).
[June, 2019] Luis got NSF NRT Bioelectronics Fellowship. Congratulations!
[May, 2019] Best Paper Award at IEEE Biomedical Health Informatics 2019 in Chicago.
[May, 2019] Our team received Rice University’s InterDisciplinary Excellence Awards to start a new project Fostering Positive Emotions and Psycho-Physio Resilience in Job Seekers and Beyond with Profs. King and Denny at Department of Psychological Sciences.
[April, 2019] Our team received Rice University’s Faculty Initiatives Fund to start a new project CityHealth: Measuring Mental Wellbeing of Houston to Empower City-scale Emotional Resilience and Preparedness for Adverse Weather Events.
[April, 2019] Han Yu got 2019 IBB Edgar O’Rear and Mary F.D. Morse Travel Award. Congrats!
[March, 2019] Our papers: "Personalized Wellbeing Prediction using Behavioral, Physiological and Weather Data" and "Improving Students' Daily Life Stress Forecasting using LSTM Neural Networks" are accepted to present at IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS (BHI’19) in May 2019
If you are interested in joining our group,
[Rice undergrad/grad Students] Please email Prof. Sano with your interest and resume.
[Post-docs] Please email Prof. Sano with your interest and CV.
Rice has a postdoc fellowship program for highly competitive applicants which offer substantial independence.
The Rice Academy of Fellows provides a $60,000 salary for 2 years for a cohort of postdoctoral scholars in departments across campus. Applications are due the beginning of January every year.