Publication

Personalized Multitask Learning for Predicting Tomorrow's Mood, Stress, and Health

Taylor, S.*, Jaques, N.*, Nosakhare, E., Sano, A. and Picard, R., "Personalized Multitask Learning for Predicting Tomorrow's Mood, Stress, and Health," in IEEE Transactions on Affective Computing, vol. PP, no. 99, pp. 1-1. doi: 10.1109/TAFFC.2017.2784832 *Both authors contributed equally.

Publication

Location Patterns from Phone Sensors May Help Predict Depressive Symptoms: A Longitudinal Pilot Study

Howe, E., Ghandeharioun, A., Pedrelli, P., Mischoulon, D., Picard, R., Fedor, S. "Location Patterns from Phone Sensors May Help Predict Depressive Symptoms: A Longitudinal Pilot Study," Association for Behavioral and Cognitive Therapies Annual Convention – Tech SIG, San Diego, CA, November 2017.

Publication

Integrating EMA, clinical assessment and wearable sensors to examine the association between MDD and alcohol use

Pedrelli, P., Howe, E., Mischoulon, D., Picard, R., Ghandeharioun, A., Fedor, S."Integrating EMA, clinical assessment and wearable sensors to examine the association between MDD and alcohol use," Connected Health Conference, Boston, MA, October 2017.

Publication

Objective assessment of depressive symptoms with machine learning and wearable sensors data

Ghandeharioun, A., Fedor, S., Sangermano, L., Ionescu, D., Alpert, J., Dale, C., Sontag, D., Picard, R. "Objective assessment of depressive symptoms with machine learning and wearable sensors data," International Conference on Affective Computing and Intelligent Interaction (ACII), San Antonio, Texas, October 2017.

Publication

Multimodal Ambulatory Sleep Detection Using Recurrent Neural Networks

Chen, W.*, Sano, A.*, Lopez, D., Taylor, S., McHlll, A. W., Phillips, A. J., Barger, L.K., Czeisler, C. A., Picard, R. W. "Multimodal Ambulatory Sleep Detection Using Recurrent Neural Networks," Sleep 2017 (oral), June 2017.

Publication

Noninvasive Deep Brain Stimulation via Temporally Interfering Electric Fields

Grossman N, Bono D, Dedic N*, Kodandaramaiah SB*, Rudenko A, Suk HJ, Cassara AM, Neufeld E, Kuster N, Tsai LH, Pascual-Leone A, Boyden ES (2017) Noninvasive Deep Brain Stimulation via Temporally Interfering Electric Fields, Cell 169(6):1029-1041. (* equal contribution)

Publication

Location Variability from Commodity Phone Sensors Is Negatively Associated with Self-Reported Depression Score: A Pilot Study

Ghandeharioun, A., Fedor, S., Sangermano, L., Alpert, J., Dale, C., Ionescu, D., Picard, R. "Location Variability from Commodity Phone Sensors Is Negatively Associated with Self-Reported Depression Score: A Pilot Study," Association for Psychological Science (APS) annual convention, Boston, May 2017.

Publication

Objective vs. Subjective Reports of Sleep Quality in Major Depressive Disorder: A Pilot Study

Ghandeharioun, A., Sangermano, L., Picard, R., Alpert, J., Dale, C., Ionescu, D., Fedor, S. "Objective vs. Subjective Reports of Sleep Quality in Major Depressive Disorder: A Pilot Study," Anxiety and Depression Conference (ADAA), San Fransisco, April 2017.

Publication

Incoming Cell Phone Data as a Potential Predictor of Depression Severity: A Pilot Study

Sangermano, L., Ghandeharioun, A., Picard, R., Alpert, J., Dale, C., Fedor, S., Ionescu, D. "Incoming Cell Phone Data as a Potential Predictor of Depression Severity: A Pilot Study," Anxiety and Depression Conference (ADAA), San Fransisco, April 2017.

Publication

Near-Infrared Imaging for Detecting Caries and Structural Deformities in Teeth

Keith Angelino, David A. Edlund, Pratik Shah. Near-Infrared Imaging for Detecting Caries and Structural Deformities in Teeth. Journal of Translational Engineering in Health and Medicine. 10.1109/JTEHM.2017.2695194

Publication

Multimodal Ambulatory Sleep Detection

Chen, W.*, Sano, A.*, Lopez, D., Taylor, S., McHill, A. W., Phillips, A. J. K., Barger, L. K., Klerman, E. B., and Picard, R. W., "Multimodal Ambulatory Sleep Detection," In Proc. IEEE International Conference on Biomedical and Health Informatics (BHI), Orlando, Florida, pp. 465-468, 2017. (*equal contribution)

Publication

Multi-task Learning for Predicting Health, Stress, and Happiness

Jaques, N., Taylor, S., Nosakhare, E., Sano, A., Picard, R. In Proc. NIPS Workshop on ML in Health, Barcelona, Spain, December 2016.

Publication

Are You Your Friends’ Friend? Poor Perception of Friendship Ties Limits the Ability to Promote Behavioral Change

Almaatouq, A., Radaelli, L., Pentland, A., & Shmueli, E. (2016). Are You Your Friends’ Friend? Poor Perception of Friendship Ties Limits the Ability to Promote Behavioral Change. PloS one, 11(3), e0151588. Chicago

Publication

Characterizing Electrodermal Responses during Sleep in a 30-day Ambulatory Study

Taylor, S. "Characterizing Electrodermal Responses during Sleep in a 30-day Ambulatory Study", MIT Master's Thesis, September 2016.

Publication

Findings from Modeling Peaks in Electrodermal Activity during Sleep as a Point Process

Taylor, S., Sano, A., and Picard, R. W. "Findings from Modeling Peaks in Electrodermal Activity during Sleep as a Point Process" 56th Annual Meeting of the Society for Psychophysiological Research, Minnesota, USA, September 2016.

Publication

A Case Study for Blockchain in Healthcare:“MedRec” prototype for electronic health records and medical research data

Ekblaw, Ariel, Asaph Azaria, John D. Halamka, and Andrew Lippman. "A Case Study for Blockchain in Healthcare:“MedRec” prototype for electronic health records and medical research data." (2016).

Publication

MedRec: Using Blockchain for Medical Data Access and Permission Management

Azaria, Asaph, Ariel Ekblaw, Thiago Vieira, and Andrew Lippman. "MedRec: Using Blockchain for Medical Data Access and Permission Management." In Open and Big Data (OBD), International Conference on, pp. 25-30. IEEE, 2016.

Publication

Associations between mental health and academic performance sleep behaviors trait and daily behaviors in college students

Sano. A., Taylor, S., and Picard, R., "Associations between mental health and academic performance, sleep behaviors, trait and daily behaviors in college students," Anxiety and Depression Conference, April 2016

Publication

Predicting students' happiness from physiology phone mobility and behavioral data

Jaques, N., Taylor, S., Azaria, A., Ghandeharioun, A., Sano, A., and Picard, R. "Predicting students' happiness from physiology, phone, mobility, and behavioral data" In Proc. Affective Computing and Intelligent Interaction (ACII), Xi'an, China, September 2015.

Publication

Prediction of Happy-Sad Mood from Daily Behaviors and Previous Sleep History

Sano, A., Yu A.Z., McHill, A.W., Phillips, A.J., Taylor, S., Jaques, N., Czeisler, C,A., Klerman, E.B., Picard. R.W. "Prediction of Happy-Sad Mood from Daily Behaviors and Previous Sleep History" In Proc. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy, August 2015

Publication

Recognizing Academic Performance Sleep Quality Stress Level and Mental Health using Personality Traits Wearable Sensors and Mobile Phones

Sano, A., Phillips, A.J., Yu A.Z., McHill, A.W., Taylor, S., Jaques, N., Czeisler, C,A., Klerman, E.B., Picard. R.W., "Recognizing Academic Performance, Sleep Quality, Stress Level, and Mental Health using Personality Traits, Wearable Sensors and Mobile Phones," In the proceedings of Body Sensor Networks, Cambridge, USA, June 2015.

Publication

Could we train bacteria to make themselves harmless?

Publication

How to Train Your DragonBot: Socially Assistive Robots for Teaching Children About Nutrition Through Play

E Short, K Swift-Spong, J Greczek, A Ramachandran, A Litoiu, E Grigore, D Feil- Seifer, S Shuster, JJ Lee, et al (2014). "How to Train Your DragonBot: Socially Assistive Robots for Teaching Children About Nutrition Through Play." In Proceedings of the International Symposium on Robot and Human Interactive Communication (Edinburgh, UK).

Publication

Optogenetics: Tools for Controlling and Monitoring Neuronal Activity

T. Knopfel and E. Boyden, eds. (2012) Optogenetics: Tools for Controlling and Monitoring Neuronal Activity, Progress in Brain Research, vol. 196, Elsevier.