Perez-Pozuelo, Ignacio

The future of sleep health: a data-driven revolution in sleep science and medicine

Perez-Pozuelo, I., Zhai, B., Palotti, J., Mall, R., Aupetit, M., Garcia-Gomez, J. M., Taheri, S., Guan, Y., & Fernandez-Luque, L. (2020) · npj Digital Medicine

Sleep and related disordersContext-Aware Activity Recognition Systems

Cited by 311

SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled Data

Tang, C. I., Perez-Pozuelo, I., Spathis, D., Brage, S., Wareham, N., & Mascolo, C. (2021) · Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies

Context-Aware Activity Recognition SystemsDomain Adaptation and Few-Shot Learning

Cited by 140

Exploring Contrastive Learning in Human Activity Recognition for Healthcare

Tang, C. I., Perez-Pozuelo, I., Spathis, D., & Mascolo, C. (2020) · arXiv

Context-Aware Activity Recognition SystemsDomain Adaptation and Few-Shot Learning

Cited by 67

Wearables, smartphones, and artificial intelligence for digital phenotyping and health

Perez-Pozuelo, I., Spathis, D., Clifton, E. A., & Mascolo, C. (2020) · Elsevier

Context-Aware Activity Recognition SystemsPhysical Activity and Health

Cited by 47

Resting heart rate is a population-level biomarker of cardiorespiratory fitness: The Fenland Study

Gonzales, T. I., Jeon, J. Y., Lindsay, T., Westgate, K., Perez-Pozuelo, I., Hollidge, S., Wijndaele, K., Rennie, K., Forouhi, N., Griffin, S., et al. (2023) · PLOS ONE

Cardiovascular and exercise physiologyPhysical Activity and Health

Cited by 44

Self-supervised transfer learning of physiological representations from free-living wearable data

Spathis, D., Perez-Pozuelo, I., Brage, S., Wareham, N. J., & Mascolo, C. (2021) · Proceedings of the Conference on Health, Inference, and Learning

Context-Aware Activity Recognition SystemsPhysical Activity and Health

Cited by 40

Breaking away from labels: The promise of self-supervised machine learning in intelligent health

Spathis, D., Perez-Pozuelo, I., Marques-Fernandez, L., & Mascolo, C. (2022) · Patterns

Machine Learning in HealthcareDomain Adaptation and Few-Shot Learning

Cited by 39

Longitudinal cardio-respiratory fitness prediction through wearables in free-living environments

Spathis, D., Perez-Pozuelo, I., Gonzales, T. I., Wu, Y., Brage, S., Wareham, N., & Mascolo, C. (2022) · npj Digital Medicine

Physical Activity and HealthCardiovascular and exercise physiology

Cited by 30