Past Member

Ognjen (Oggi) Rudovic

Former Research Affiliate

Contact Information:

Groups

Publication

Multi-modal Active Learning From Human Data: A Deep Reinforcement Learning Approach

Rudovic, O., Zhang, M, Schuller, B., Picard, R. "Multi-modal Active Learning From Human Data: A Deep Reinforcement Learning Approach", In 2019 International Conference on Multimodal Interaction (ICMI ’19), October 14–18, 2019, Suzhou, China. ACM, New York, NY, USA.

Publication

Meta-weighted Gaussian Process Experts for Personalized Forecasting of AD Cognitive Changes

Rudovic, O., Utsumi, Y., Guerrero, R., Peterson, K., Rueckert, D., Picard, R. W. "Meta-weighted Gaussian Process Experts for Personalized Forecasting of AD Cognitive Changes" Machine Learning for Healthcare Conference (ML4HC2019), August 2019.

Publication

Personalized Estimation of Engagement from Videos Using Active Learning with Deep Reinforcement Learning

Rudovic, O., Park, H-W., Busche, J., Schuller, B. , Breazeal, C., Picard, R. W., " Personalized Estimation of Engagement from Videos Using Active Learning with Deep Reinforcement Learning," IEEE CVPR -AMFG W, June 2019.

Publication

CultureNet: A Deep Learning Approach for Engagement Intensity Estimation from Face Images of Children with Autism

Rudovic, O., Utsumi, Y., Lee, J., Hernandez, J., Castello Ferrer, E., Schuller, B., Picard, R. "CultureNet: A Deep Learning Approach for Engagement Intensity Estimation from Face Images of Children with Autism." IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2018).

Publication

Mood, Stress and Sleep Sensing with Wearable Sensors and Mobile Phone

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.

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

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

Rudovic, O., Lee, J., Dai, M., Schuller, B. , Picard, R. W., " Personalized machine learning for robot perception of affect and engagement in autism therapy," Science Robotics, June 2018.

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

RoboChain: A Secure Data-Sharing Framework for Human-Robot Interaction

Eduardo Castello Ferrer, Ognjen Rudovic, Thomas Hardjono, Alex Pentland, “RoboChain: A Secure Data-Sharing Framework for Human-Robot Interaction” eTELEMED 2018.

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

GIFGIF+: Collecting emotional animated GIFs with clustered multi-task learning

Chen, Weixuan & Rudovic, Ognjen & Picard, Rosalind. (2017). GIFGIF+: Collecting emotional animated GIFs with clustered multi-task learning. 410-417. 10.1109/ACII.2017.8273647.

Publication

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

D. L. Martinez, O. Rudovic and R. Picard, "Personalized Automatic Estimation of Self-Reported Pain Intensity from Facial Expressions," 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Honolulu, HI, USA, 2017, pp. 2318-2327, doi: 10.1109/CVPRW.2017.286. keywords: {Pain;Estimation;Face;Recurrent neural networks;Hidden Markov models;Image sequences;Reliability},

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

DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain

Liu, Dianbo & Peng, Fengjiao & Shea, Andrew & Ognjen, & Rudovic, Ognjen & Picard, Rosalind. (2017). DeepFaceLIFT: Interpretable Personalized Models for Automatic Estimation of Self-Reported Pain.

Publication

Measuring Engagement in Robot-Assisted Autism Therapy: A Cross-Cultural Study

Rudovic, O., Lee, J., Mascarell-Maricic, L., Schuller, B., Picard, R. "Measuring Engagement in Robot-assisted Autism Therapy: A Cross-cultural Study," Frontiers in Robotics and AI, July 2017.

Publication

Personalized Federated Deep Learning for Pain Estimation From Face Images

O. Rudovic, N. Tobis, S. Kaltwang, B. Schuller, D. Rueckert, JF Cohn & Picard R.W. (2021). Personalized Federated Deep Learning for Pain Estimation From Face Images. arXiv preprint arXiv:2101.04800.