Publications
https://orcid.org/0000-0003-4133-9230- Umematsu, T., Sano, A., Taylor, S., and Picard, R. "Improving Students' Daily Life Stress Forecasting using LSTM Neural Networks." International Conference on Biomedical and Health Informatics (BHI), Chicago, Illinois, May 2019. (BEST PAPER AWARD - 1st Prize)
- Slavich, G.M., Taylor, S., and Picard, R.W. "Stress measurement using speech: Recent advancements, validation issues, and ethical and privacy considerations" Stress, 22:4, 408-413, 2019.
- Taylor S., Ferguson C., Peng F., Schoeneich M., Picard R.W. "Use of In-Game Rewards to Motivate Daily Self-Report Compliance: Randomized Controlled Trial" Journal of Medical Internet Research, 21(1), e11683, 2019.
- Johnson, K.T., Taylor, S., Fedor, S., Jaques, N., Chen, W., Picard, R.W. "Vomit Comet Physiology: Autonomic Changes in Novice Flyers." Proceedings of the International Conference of IEEE Engineering in Medicine and Biology Society (EMBC), Honolulu, Hawaii, July 2018.
- Sano,A., Taylor, S., Jaques,N., Chen,W., Lopez-Martinez,D., Nosakhare,E., Rudovic,O., Umematsu,T., and Picard,R., "Mood, Stress and Sleep Sensing with Wearable Sensors and Mobile Phone," The 40th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), July 2018.
- Umematsu, T., Sano, A., Taylor, S., and Picard, R. "Improving Stress Forecasting using LSTM Neural Networks." The 40th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Honolulu, Hawaii, July 2018.
- Sano, A., Taylor, S., McHill, A. W., Phillips, A. J. K., Barger, L. K., Klerman, E., and Picard, R., "Identifying objective physiological markers and modifiable behaviors for self-reported stress and mental health status using wearable sensor", Journal of Medical Internet Research, 2018
- Taylor, S.*, Sano, A.*, Ferguson, C., Mohan, A., Picard, R. "QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform," Sensors, April 2018. (*equal contribution)
- Taylor, S.*, Jaques, N.*, Nosakhare, E., Sano, A., Picard, R. "Personalized Multitask Learning for Predicting Tomorrow's Mood, Stress, and Health," IEEE Transactions on Affective Computing December 2017. (*equal contribution)
- Sano, A.*, Taylor, S.*, Ferguson, C., Mohan A., Picard, R. "QuantifyMe: An Automated Single-Case Experimental Design Platform," In Proc. International Conference on Wireless Mobile Communication and Healthcare (MobiHealth), Vienna, Austria, November 2017. (*equal contribution)
- Jaques, N., Taylor, S., Sano, A., and Picard, R. "Multimodal Autoencoder: A Deep Learning Approach to Filling In Missing Sensor Data and Enabling Better Mood Prediction," International Conference on Affective Computing and Intelligent Interaction (ACII), San Antonio, Texas, October 2017.
- Jaques, N., Rudovic, O., Taylor, S., Sano, A., and Picard, R. "Predicting Tomorrow's Mood, Health, and Stress Level using Personalized Multitask Learning and Domain Adaptation," Proceedings of Machine Learning Research, 48, 17-33. August 2017.
- Sano A, Phillips AJ, McHill AW, Taylor, S., Barger LK, Czeisler CA, Picard RW. "Influence of Weekly Sleep Regularity on Self-Reported Wellbeing," Sleep2017, June 2017.
- Phillips AJ, McHill AM, Chen D, Beckett S, Barger LK, O Brien CS, Sano A, Taylor, S., Lockley SW, Czeisler CA, Klerman E.B. "Predicting the timing of Dim Light Melatonin Onset in Real-world Conditions using a Mathematical Model," Sleep2017, June 2017.
- Taylor, S., Jaques, N., Nosakhare, E., Sano, A., and Picard, R. "Importance of Sleep Data in Predicting Next-Day Stress, Happiness, and Health in College Students," Sleep2017, June 2017. Poster PDF
- Taylor, S., Sano, A., and Picard, R. "Structure of Electrodermal Responses during Sleep," Sleep2017, June 2017. Poster PDF
- 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, June 2017.
- 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.
- Jaques N.*, Taylor, S.*, Nosakhare E., Sano A., Picard R., "Multi-task Learning for Predicting Health, Stress, and Happiness", NIPS Workshop on Machine Learning for Healthcare, December 2016, Barcelona, Spain. (*equal contribution) BEST PAPER AWARD
- 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. Poster PDF
- Taylor, S. "Characterizing Electrodermal Responses during Sleep in a 30-day Ambulatory Study", MIT Master's Thesis, September 2016.
- Ghandeharioun, A., Azaria, A., Taylor, S., and Picard, R. ""Kind and grateful": A context-sensitive smartphone app utilizing inspirational content to promote gratitude," Psychology of well-being, Jul 2016, Vol. 6, Issue 9.
- Sano A, Phillips A, Taylor, S., McHill A, Hidalgo C, O Brien C, Buie J, Barger L, Czeisler C, Klerman E, Picard R. "Influence of Sleep Regularity on Self-Reported Mental Health and Wellbeing," Sleep2016, June 2016.
- Taylor, S., Jaques, N, Sano, A, Azaria, A, Ghandeharioun, A, Picard, R. "Machine Learning of Sleep and Wake Behaviors to Classify Self-Reported Evening Mood," Sleep2016, June 2016
- Ghandeharioun, A., Azaria, A., Taylor, S., Maes, P., and Picard, R. "Promoting kindness and gratitude with a smartphone and triggers," Annals of Behavioral Medicine, March 2016, Volume 50, Supplement 1. Poster PDF
- Zisook, M., Taylor, S., Sano. A., and Picard R. W., "SNAPSHOT Expose: Stage Based and Social Theory Based Applications to Reduce Stress and Improve Wellbeing," CHI 2016 Computing and Mental Health Workshop. May 2016.
- 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
- Xia, V., Jaques, N., Taylor, S., Fedor, S., and Picard, R. "Active Learning for Electrodermal Activity Classification" In Proc. IEEE Signal Processing in Medicine and Biology Symposium, Philadelphia, Pennsylvania, December 2015. PDF
- Jaques, N., Taylor, S., Sano, A., and Picard, R.W. "Multi-task, Multi-Kernel Learning for Estimating Individual Wellbeing" In Proc. NIPS Workshop on Multimodal Machine Learning, Montreal, Quebec, December 2015. PDF
- 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.
- 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.
- Chen, W., Jaques, N., Taylor, S., Sano, A., Fedor, S., and Picard, R. "Wavelet-Based Motion Artifact Removal for Electrodermal Activity" In Proc. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy, August 2015.
- Taylor, S., Jaques, N., Chen, W., Fedor, S., Sano, A., and Picard, R. "Automatic Identification of Artifacts in Electrodermal Activity Data" In Proc. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy, August 2015.
- 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.