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Project

Machine Learning for Pain Measurement

Groups
Publication

Multi-task multiple kernel machines for personalized pain recognition from functional near-infrared spectroscopy brain signals

Lopez-Martinez D, Peng K, Steele S, Lee A, Borsook D, Picard R. "Multi-task multiple kernel machines for personalized pain recognition from functional near-infrared spectroscopy brain signals." International Conference on Pattern Recognition (ICPR), Beijing, China, August 2018. "BEST STUDENT PAPER AWARD"

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

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

Multi-task Neural Networks for Personalized Pain Recognition from Physiological Signals

Lopez-Martinez, D., and Picard, R. "Multi-task Neural Networks for Personalized Pain Recognition from Physiological Signals," International Conference on Affective Computing and Intelligent Interaction (ACII) Workshop on Tools and Algorithms for Mental Health and Wellbeing, Pain, and Distress (MHWPD), San Antonio, Texas, October 2017

Publication

Personalized Automatic Estimation of Self-reported Pain Intensity from Facial Expressions

Lopez-Martinez, D., Rudovic, O., and Picard, R. "Personalized Automatic Estimation of Self-reported Pain Intensity from Facial Expressions," Computer Vision and Pattern Recognition (CVPR) Workshop on Deep Affective Learning and Context Modeling, Honolulu, Hawaii, July 2017.

Publication

Personalized automatic estimation of self-reported pain intensity from facial expressions

Daniel Lopez-Martinez, Ognjen Rudovic and Rosalind W. Picard. “Personalized Automatic Estimation of Self-Reported Pain Intensity from Facial Expressions.” 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (2017): 2318-2327.