THESES

McDuff, D., Crowdsourcing Affecitve Responses for Predicting Media Effecitveness. Ph.D. Thesis, Massachusett Institute of Technology (MIT), June 2014.
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JOURNAL PUBLICATIONS

McDuff, D., Kodra, E., Kaliouby R. and LaFrance, M. A large-scale analysis of sex differences in facial expressions. PLOS One, 2017.
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Kaurin, A., Mikita, N., Hollocks, M., Leno, V., Aslani, A., Papadopoulos, A., Harrison, S., Belil, P.,McDuff, D., Simono, E. and Stringaris, A. Unlocking anxiety expressions in Autism Spectrum Disorders: a human and automated observational approach to the assessment of anxiety and prediction of biological stress responses in ASD. Under Review, 2016.

McDuff, D., Girard, J. and Kaliouby, R. Large-scale observational evidence of cross-cultural differences in facial behavior. Journal of Nonverbal Behavior, Springer, 2016.
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McDuff, D. and Kaliouby, R. Applications of Automated Facial Coding in Media Measurement. Transactions on Affective Computing, IEEE, 2016.
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McDuff, D., Kaliouby, R., Cohn, J. and Picard, R. Predicting Ad Liking and Purchase Intent: Large-scale Analysis of Facial Responses to Ads. Transactions on Affective Computing, IEEE, 2014.
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McDuff, D., Gontarek, S., and Picard, R. Remote Measurement of Photoplethysmographic Systolic and Diastolic Peaks Using a Digital Camera. Transactions on Biomedical Engineering, IEEE, 2014.
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McDuff, D., Gontarek, S., and Picard, R. Improvements in Remote Cardio-Pulmonary Measurements Using a Five-Band Digital Camera. Transactions on Biomedical Engineering, IEEE, 2014.
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McDuff, D., Kaliouby, R., Senechal, T., Demirdjian, D., and Picard, R. Automatic Measurement of Ad Preferences from Facial Responses Gathered Over the Internet. Image and Vision Computing, Elsevier, 2014.
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McDuff, D., Kaliouby, R., and Picard, R. Crowdsourcing Facial Responses to Online Videos. IEEE Transactions on Affective Computing, 2012.
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Hoque, M.E., McDuff, D. and Picard, R.W. Exploring Temporal Patterns in Classifying Frustrated and Delighted Smiles. IEEE Transactions on Affective Computing, 2012.
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Poh, M. Z., McDuff, D., and Picard, R. Advancements in Non-contact, Multiparameter Physiological Measurements Using a Webcam IEEE Transactions on Biomedical Engineering. 2010.
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Poh, M. Z., McDuff, D., and Picard, R. Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Optics Express, Vol. 18, Issue 10, pp.10762-10774, 2010.
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The manuscript 'Non-contact, automated cardiac pulse measurements using video imaging and blind source separation' has also been selected for publication in the latest edition of the Virtual Journal for Biomedical Optics (VJBO).

BOOK CHAPTERS

McDuff, D. New Methods for Measuring Advertising Efficacy. Digital Advertising, Oxford Routledge, Taylor and Francis, 2016.


Morris, R. and McDuff, D. Crowdsourcing Techniques for Affective Computing. Handbook of Affective Computing, Oxford University Press, 2014.
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CONFERENCE PUBLICATIONS

McDuff, D., and Hurter, C. Cardiolens: Remote Physiological Monitoring in a Mixed Reality Environment. In ACM SIGGRAPH 2017 Emerging Technologies. 2017.
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McDuff, D. McDuff_2017_Advancements. In the Proceedings of SPIE Technologies and Applications of Structured Light. International Society for Optics and Photonics, 2017.
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McDuff, D., Blackford, E. and Estepp, J. The Impact of Video Compression on Remote Cardiac Pulse Measurement Using Imaging Photoplethysmography. In the Proceedings of the 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG). 2017.
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McDuff, D. and Soleymani, M. Large-scale Affective Content Analysis: Combining Media Content Features and Facial Reactions. In the Proceedings of the 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG). 2017.
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McDuff, D. and Girard, J. Historical heterogeneity predicts smiling: Evidence from large-scale observational analyses. In the Proceedings of the 11th IEEE International Conference on Automatic Face and Gesture Recognition (FG). 2017.
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McDuff, D. Discovering Facial Expressions for States of Amused, Persuaded, Informed, Sentimental and Inspired. In the Proceedings of the 18th ACM International Conference on Multimodal Interaction (ICMI). 2016.
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Jaques, N., McDuff, D., Kim, Y.L. and Picard R.W. Understanding and Predicting Bonding in Conversations Using Thin Slices of Facial Expressions and Body Language. In the proceedings of 16th International Conference on Intelligent Virtual Agents (IVA), 2016.
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McDuff, D., Hernandez, J., Gontarek, S. and Picard, R. Remote Measurement of Physiological Responses and Prediction of Load During Cognitive Tasks. In the proceedings of ACM SIGCHI, 2016.
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*AWARDED CHI HONORABLE MENTION*

Hernandez, J., McDuff, D. and Picard, R. Wearable ESM: Differences in Experience Sampling across Wearable Devices. Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services (Mobile HCI), 2016.
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Abdic, I., Fridman, L., McDuff, D., Marchi, E., Reimer, B. and Schuller, B. Driver Frustration Detection From Audio and Video. Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI'16), 2016.
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Gupta, O., Raskar, R. and McDuff, D. Real-Time Physiological Measurement and Visualization Using a Synchronized Multi-Camera System. Proceedings of the CVPR 2016 Workshop on Perception Beyond the Visible Spectrum (PBVS'16), 2016.
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Vannoy, S., Gable, S., Brodt, M., Andrews, B., Maroney, M., Kaliouby, R. and McDuff, D. Using Affect Response to Dangerous Stimuli to Classify Suicide Risk. Proceedings of ACM SIGCHI Workshop on Computing and Mental Health, 2016.
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Hernandez, J., McDuff, D., and Picard, R. BioPhone: Physiology Monitoring from Peripheral Smartphone Motions. Proceedings of Annual Conferences of the IEEE Engineering in Biomedicine Society (EMBC), 2015.
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*OPEN FINALIST OF BEST STUDENT PAPER AWARD*

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.
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*BEST POSTER AWARD*

Hernandez, J., McDuff, D., and Picard, R. BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions. In the proceedings of Pervasive Health, Istanbul, Turkey, May 2015.
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McDuff, D., Estepp, J., Piasecki, A. and Blackford, E. A Survey of Remote Optical Photoplethysomographic Imaging Methods. Proceedings of Annual Conferences of the IEEE Engineering in Biomedicine Society (EMBC), 2015.
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McDuff, D., Debord Smith, A., Vosburgh, K. and Nguyen, L. Smartphone Measurement of Peripheral Blood Flow. Proceedings of Annual Conferences of the IEEE Engineering in Biomedicine Society (EMBC), 2015.
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McDuff, D., Gontarek, S., and Picard, R. Remote Measurement of Cognitive Stress via HRV. Proceedings of Annual Conferences of the IEEE Engineering in Biomedicine Society (EMBC), 2014.
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Hernandez, J., McDuff, D., Benavides, X., Amores, J., Maes, P. and Picard, R. AutoEmotive: Bringing Empathy to the Driving Experience to Reduce Stress. Proceedings of ACM Conference on Designing Interactive Systems (DIS), 2014.
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McDuff, D., Kaliouby, R., Kodra, E. and Picard, R. Measuring Voter's Candidate Preference Based on Affective Responses to Election Debates. Proceedings of IEEE Conference on Affective Computing and Intelligent Interaction (ACII), 2013.
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McDuff, D., Kaliouby, R., Kodra, E. and Larguinet, L. Do Emotions in Advertising Drive Sales? Proceedings of ESOMAR Congress, 2013.
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Hernandez Rivera, J., McDuff, D., Fletcher, R. and Picard, R. Inside-Out: Reflecting on your Inner State. Proceedings of the International Conference on Pervasive Computing, 2013.
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McDuff, D., Kaliouby, R., Demirdjian, D. and Picard, R. Predicting Online Media Effectiveness Based on Smile Responses Gathered Over the Internet. Proceedings of the 2013 Tenth IEEE International Conference on Automatic Face and Gesture Recognition, April, 2013. Oral Presentation.
*WINNER OF BEST STUDENT PAPER AWARD*
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Kodra, E., Senechal, T., McDuff, D. and Picard, R. From Dials to Facial Coding: Automated Detection of Spontaneous Facial Expressions for Media Research. Proceedings of the 2013 Tenth IEEE International Conference on Automatic Face and Gesture Recognition, April, 2013. Poster Presentation.
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McDuff, D., Kaliouby, R., Senechal, T., Amr, M., Cohn, J. and Picard, R., Naturalistic and Spontaneous Facial Expression Database Collected 'In-the-Wild'. In: Proceedings of the CVPR 2013 Workshop on Analysis and Modeling of Faces and Gestures, 2013.
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Burzo, M., McDuff, D., Mihalcea, R., Morency, L.P., Narvaez, A. and Prez-Rosas, V. Towards Sensing the Influence of Visual Narratives on Human Affect. Proceedings of the 14th international conference on multimodal interfaces, 2012.
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McDuff, D., Karlson, A., Kapoor, A., Roseway, A. and Czerwinski, M. AffectAura: An Intelligent System for Emotional Memory. ACM SIGCHI, 2012. Oral Presentation.
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Czerwinski, M., Roseway, A., McDuff, D., Kapoor, A. and Karlson, A. Emotion Tracking for Memory and Awareness. Proceedings of ACM SIGCHI Workshop on Intelligent Design and Emotional Wellbeing, 2012.
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McDuff, D., el Kaliouby, R. and Picard, R. Crowdsourced data collection of facial responses. Proceedings of the 13th international conference on multimodal interfaces, 2011. Oral Presentation
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Poh, M.Z., McDuff, D. and Picard, R. A medical mirror for non-contact health monitoring. Proceedings of ACM SIGGRAPH 2011, Emerging Technologies, 2011.
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Baltrusaitis, T., McDuff, D., Banda, N., Mahmoud, M., Kaliouby, R., Robinson, P. and Picard, R. Real-time inference of mental states from facial expressions and upper body gestures. Proceedings of the 2011 Ninth IEEE International Conference on Automatic Face and Gesture Recognition, March 26th, 2011.
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McDuff, D., Kaliouby, R., and Picard, R. Acume: A novel visualization tool for understanding facial expression and gesture data. Proceedings of the 2011 Ninth IEEE International Conference on Automatic Face and Gesture Recognition, March, 2011.
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McDuff, D. A Human-Markov Chain Monte Carlo Method For Investigating Facial Expression Categorization. In: Proceedings of the 2010 International Conference on Cognitive Modeling, August 7th, 2010. Poster presentation.
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[1] McDuff, D., el Kaliouby, R., Kassam, K., and Picard, R. Affect Valence Inference From Facial Action Unit Spectrograms. In: Proceedings of the CVPR 2010 Workshop on Analysis and Modeling of Faces and Gestures, June 14th, 2010. Oral presentation.
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ABSTRACTS, DEMOS & POSTERS

McDuff, D. and Czerwinski, M. Challenges of Designing Emotional, Conversational Agents. Proceedings of SAS Workshop on Affective Computing. 2017.
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McDuff, D. and Girard, J. Large-scale Observational Evidence of Cross-Cultural Differences in Facial Behavior. Proceedings of SAS Workshop on Affective Computing. 2017.
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McDuff, D., Mavadati, M., Mahmood, A., Amr, M., Turcot, J. and Kaliouby, R. AFFDEX SDK: A Cross-Platform Real-Time Multi-Face Expression Recognition Toolkit. Proceedings of SIGCHI, May, 2016.
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McDuff, D., Kaliouby, R., and Picard, R. Crowdsourcing Facial Responses to Online Videos: Extended Abstract. Proceedings of IEEE Conference on Affective Computing and Intelligent Interactions, September, 2015.

Hoque, M.E., McDuff, D. and Picard, R.W. Exploring Temporal Patterns in Classifying Frustrated and Delighted Smiles: Extended Abstract. Proceedings of IEEE Conference on Affective Computing and Intelligent Interactions, September, 2015.

McDuff, D., Karlson, A., Kapoor, A., Roseway, A. and Czerwinski, M. AffectAura: Emotional Wellbeing Reflection System. Proceedings of Pervasive Health, 2012.
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Morris, R. and McDuff, D., Know Your Exit. SXSW Interactive Awards Finalist, 2012.

McDuff, D., Kaliouby, R., and Picard, R. See me smile: Crowd-sourcing facial expression. MIT Media Lab Annual Research Conference, April 4th, 2011.