Rosalind W. Picard

Affective Computing
Publication

A Mixture of Personalized Experts for Human Affect Estimation

Feffer, M., Rudovic, O., Picard, R. "A Mixture of Personalized Experts for Human Affect Estimation." The 14th International Conference on Machine Learning and Data Mining (MLDM). July 2018.

Publication

Improving Stress Forecasting using LSTM Neural Networks

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.

Publication

Dyadic Physiological Interdependence and Social Reciprocity in ASD

Saunders Wilder, O., Sullivan, J., Johnson, K.T., Palumbo, R.V., Cumpanasiou, C., Picard, R.W., Goodwin, M.S. "Dyadic Physiological Interdependence and Social Reciprocity in ASD," International Society for Autism Research (INSAR), Rotterdam, Netherlands, May 2018.

Publication

Identifying objective physiological markers and modifiable behaviors for self-reported stress and mental health status using wearable sensor

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, In Press

Publication

Personalized Gaussian Processes for Forecasting of Alzheimer's Disease Assessment Scale-Cognition Sub-Scale (ADAS-Cog13)

Utsumi, Y., Rudovic, O., Peterson, K., Guerrero, R., Picard, R. "Personalized Gaussian Processes for Forecasting of Alzheimer's Disease Assessment Scale-Cognition Sub-Scale (ADAS-Cog13)." The 40th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). May 2018.

Publication

A Trip to the Moon: Personalized Animated Movies for Self-reflection

Peng F., LaBelle V., Yue E., and Picard R.. "A Trip to the Moon: Personalized Animated Movies for Self-reflection." Proceedings of Conference on Human Factors in Computing Systems. ACM, 2018.

Publication

Digital phenotyping of suicidal thoughts

Kleiman, E. M., Turner, B. J., Fedor, S., Beale, E. E., Picard, R. W., Huffman, J. C., & Nock, M. K. "Digital phenotyping of suicidal thoughts." Depression and anxiety, April 2018

Publication

QuantifyMe: An Open-Source Automated Single-Case Experimental Design Platform

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)

Publication

Learning via social awareness: improving sketch representations with facial feedback

Jaques, N., Engel, J., Ha, D., Bertsch, F., Picard, R., and Eck, D. "Learning via social awareness: improving sketch representations with facial feedback." International Conference on Learning Representations (ICLR) Workshop, Vancouver, Canada, April 2018.

Publication

Skin conductance deconvolution for pain estimation

Lopez-Martinez, D., and Picard, R. "Skin conductance deconvolution for pain estimation". International Conference on Biomedical and Health Informatics (BHI), Las Vegas, USA, March 2018

Publication

Personalized Machine Learning for Robot Perception of Affect and Engagement in Autism Therapy

O. Rudovic, J. Lee, M. Dai, B. Schuller, R. W. Picard, Personalized machine learning for robot perception of affect and engagement in autism therapy. Sci. Robot. 3, eaao6760 (2018).

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

Personalized Gaussian Processes for Future Prediction of Alzheimer's Disease Progression

Peterson, K., Rudovic, O., Guerrero, R., Picard, R. "Personalized Gaussian Processes for Future Prediction of Alzheimer's Disease Progression." ML4H: Machine Learning for Health. NIPS'W (2017)

Publication

Physiological and behavioral profiling for nociceptive pain estimation using personalized multitask learning

Lopez-Martinez, D., Rudovic, O., Picard, R. "Physiological and behavioral profiling for nociceptive pain estimation using personalized multitask learning," NIPS Workshop on Machine Learning for Healthcare, Long Beach, CA, December 2017.

Publication

QuantifyMe: An Automated Single-Case Experimental Design Platform

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)

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

Multimodal Autoencoder: A Deep Learning Approach to Filling In Missing Sensor Data and Enabling Better Mood Prediction

Jaques, N., Taylor, S., Sano, A., and Picard, R. International Conference on Affective Computing and Intelligent Interaction (ACII), San Antonio, Texas, October 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

Multicenter clinical assessment of improved wearable multimodal convulsive seizure detectors

Francesco Onorati, Giulia Regalia, Chiara Caborni, Matteo Migliorini, Daniel Bender, Ming-Zher Poh, Cherise Frazier, Eliana Kovitch Thropp, Elizabeth D. Mynatt, Jonathan Bidwell, Roberto Mai, W. Curt LaFrance Jr, Andrew S. Blum, Daniel Friedman, Tobias Loddenkemper, Fatemeh Mohammadpour-Touserkani, Claus Reinsberger, Simone Tognetti, Rosalind W. Picard. DOI: 10.1111/epi.13899

Publication

Stress Measurement from Tongue Color Imaging

Hernandez J., Ferguson C., Sano A., Chen W., Weihui L., Yeung A. and Picard R. "Stress Measurement from Tongue Color Imaging," International Conference on Affective Computing and Intelligent Interaction (ACII), San Antonio, Texas, October 2017.

Publication

Predicting Tomorrow's Mood, Health, and Stress Level using Personalized Multitask Learning and Domain Adaptation

Jaques, N., Rudovic, O., Taylor, S., Sano, A., and Picard, R. Proceedings of Machine Learning Research, 48, 17-33. August 2017.

Publication

Irregular sleep/wake patterns are associated with poorer academic performance and delayed circadian and sleep/wake timing

Phillips AJ, Clerx WM, Sano A, Barger LK, Picard RW, Lockley WE, Klerman EB, Czeisler CA, "Irregular sleep/wake patterns are associated with poorer academic performance and delayed circadian and sleep/wake timing," Scientific Reports 7, Article number: 3216 (2017).

Publication

Structure of Electrodermal Responses during Sleep

Taylor, S., Sano, A., and Picard, R. "Structure of Electrodermal Responses during Sleep," Sleep2017, June 2017.

Publication

Influence of Weekly Sleep Regularity on Self-Reported Wellbeing

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.

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

Importance of Sleep Data in Predicting Next-Day Stress, Happiness, and Health in College Students

Taylor, S., Jaques, N., Nosakhare, E., Sano, A., Klerman, E., and Picard, R. "Importance of Sleep Data in Predicting Next-Day Stress, Happiness, and Health in College Students," Sleep2017, June 2017.

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

BrightBeat: Effortlessly Influencing Breathing for Cultivating Calmness and Focus

Ghandeharioun, A., Picard, R."BrightBeat: Effortlessly Influencing Breathing for Cultivating Calmness and Focus," Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems. ACM, Denver, 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

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

Wearable ESM: Comparing the Wearable Experience Sampling Method across Wearable Devices

Hernandez, J., McDuff, D., Infante, C., Maes, P., Quigley, K., and Picard, R. W. "Wearable ESM: Comparing the Wearable Experience Sampling Method across Wearable Devices," In Proceedings of Mobile Human Computer Interaction, Florence, Italy, September 2016.

Publication

Personality, Attitudes, and Bonding in Conversations

Jaques, N., Kim, Y. L., and Picard, R. W. "Personality, Attitudes, and Bonding in Conversations," In Proceedings of Intelligent Virtual Agents, California, USA, 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

BITxBIT: Encouraging Behavior Change with N=2 Experiments

Natasha Jaques, Travis Rich, Karthik Dinakar, Niaja Farve, Weixuan 'Vincent' Chen, Pattie Maes, Rosalind W. Picard, Kevin Slavin

Publication

Kind and grateful: A context-sensitive smartphone app utilizing inspirational content to promote gratitude

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.

Publication

A wristband assessment of accelerometry and autonomic activity of epileptic patients

C. Caborni, F. Onorati, G. Regalia, M. Migliorini, Rosalind W. Picard

Publication

Machine Learning of Sleep and Wake Behaviors to Classify Self-Reported Evening Mood

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

Publication

Influence of Sleep Regularity on Self-Reported Mental Health and Wellbeing

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.

Publication

Wearable Technologies for Multiple Sclerosis: The Future Role of Wearable Stress Measurement in Improving Quality of Life

Lopez Martinez D. and Picard R. "Wearable Technologies for Multiple Sclerosis: The Future Role of Wearable Stress Measurement in Improving Quality of Life," In the proceedings of the Second International Conference on Smart Portable, Wearable, Implantable and Disability-Oriented Devices and Systems (SPWID'16), May 2016, Valencia, Spain.

Publication

SNAPSHOT Expose: Stage Based and Social Theory Based Applications to Reduce Stress and Improve Wellbeing

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.

Publication

COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera

McDuff, D., Hernandez, J., Gontarek, S., and Picard, R. "COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera," In Proceedings for the Computer and Human Interaction Conference (CHI), San Jose, California, May 2016.

Publication

Wearable Technologies for Multiple Sclerosis: The Future Role of Wearable Stress Measurement in Improving Quality of Life

D. Lopez Martinez, Rosalind W. Picard

Publication

Asymmetry of Electrodermal Activity on the Right and Left Palm as Indicator of Depression for People Treated with Transcranial Magnetic Stimulation

Szymon Fedor, Peggy Chau, Nicolina Bruno, Rosalind W. Picard, Joan Camprodon

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

Efficacy of a Web-Based Peer-To-Peer Cognitive Reappraisal Platform: a Randomized Controlled Trial

Robert R Morris, Stephen M Schueller, Rosalind W. Picard

Publication

Affect-aware tutors: recognising and responding to student affect

Beverly Woolf, Winslow Burleson, Ivon Arroyo, Toby Dragon, David Cooper, Rosalind Picard

Publication

Promoting kindness and gratitude with a smartphone and triggers

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.

Publication

Improvement of a convulsive seizure detector relying on accelerometer and electrodermal activity collected continuously by a wristband

F Onorati, G Regalia, C Caborni, Rosalind W. Picard

Publication

Multi-task Multi-Kernel Learning for Estimating Individual Wellbeing

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.

Publication

Active Learning for Electrodermal Activity Classification

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.

Publication

Improving Sleep-Wake Schedule Using Sleep Behavior Visualization and a Bedtime Alarm

Weixuan 'Vincent' Chen, Misha Sra, Rosalind W. Picard. Proceeding MOBIHEALTH'15 Proceedings of the 5th EAI International Conference on Wireless Mobile Communication and Healthcare. Pages 241-244. London, Great Britain — October 14 - 16, 2015 ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering) ICST, Brussels, Belgium, Belgium

Publication

Towards Wearable Stress Measurement

Hernandez, J. "Towards Wearable Stress Measurement", MIT PhD Thesis, September 2015

Publication

Autonomic Changes Following Generalized Tonic Clonic Seizures: An Analysis of Adult and Pediatric Patients with Epilepsy

Sarkis R., Thome-Souza S., Poh M-Z., Llewellyn N., Klehm J., Madsen J.R., Picard R, Pennell P., Dworetzky B.A., T. Loddenkemper, Reinsberger C. https://doi.org/10.1016/j.eplepsyres.2015.06.005

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

SmileTracker: Automatically and unobtrusively recording smiles and their context

Natasha Jaques*, Weixuan 'Vincent' Chen*, Rosalind W. Picard

Publication

BioPhone: Physiology Monitoring from Peripheral Smartphone Motions

Hernandez, J., McDuff, D., and Picard, R. "BioPhone: Physiology Monitoring from Peripheral Smartphone Motions" In Proc. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Milan, Italy, August 2015.

Publication

Automatic Identification of Artifacts in Electrodermal Activity Data

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.

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

Wavelet-Based Motion Artifact Removal for Electrodermal Activity

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.

Publication

Separation of Ambulatory Skin Conductance in Day and Sleep Activities based on Activity Magnitude and Sleep-Wake Scoring

Akane Sano, Szymon Fedor, Rosalind W. Picard

Publication

Predicting Ad Liking and Purchase Intent: Large-scale Analysis of Facial Responses to Ads

Daniel McDuff, Rana Kaliouby, J. Cohn, Rosalind W. Picard

Publication

Commonsense Reasoning for Detection Prevention and Mitigation of Cyberbullying

Karthik Dinakar, Rosalind W. Picard, Henry Lieberman

Publication

Autonomic Sleep Patterns in Visual Discrimination Task Improvement

Sano, A., Picard, R.W., Wang H.H., Stickgold, B. "Autonomic Sleep Patterns in Visual Discrimination Task Improvement," SLEEP 2011 25th Annual Meeting of the Associated Professional Sleep Societies (APSS)

Publication

BioInsights: Extracting Personal Data from Still Wearable Motion Sensors

Hernandez, J., McDuff, D., and Picard, R. "BioInsights: Extracting Personal Data from "Still" Wearable Motion Sensors," In the proceedings of Body Sensor Networks, Cambridge, USA, June 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

An EEG and Motion Capture Based Expressive Music Interface for Affective Neurofeedback

Grace Leslie, Rosalind Picard, Simon Lui

Publication

Autonomic Sleep Patterns in Children with Autism Spectrum Disorders

Sano, A., Picard, R.W., Kaliouby R., Malow, B., Goldman, S. "Autonomic Sleep Patterns in Children with Autism Spectrum Disorders," in the Extended Abstract of IMFAR 2011, San Diego, CA, USA, May 12-14. 2011.