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Journal of Activity, Sedentary and Sleep Behaviors|April 11, 2025
Machine learning in physical activity, sedentary, and sleep behavior researchVahid Farrahi, Mehrdad Rostami
BMC Medical Informatics and Decision Making|March 14, 2024
Deep learning of movement behavior profiles and their association with markers of cardiometabolic healthVahid Farrahi, Paul J Collings, Mourad Oussalah
International Journal of Medical Informatics|February 1, 2023
AccNet24: A deep learning framework for classifying 24-hour activity behaviours from wrist-worn accelerometer data under free-living environmentsVahid Farrahi, Usman Muhammad, Mehrdad Rostami, et al.
Neural Networks : the Official Journal of the International Neural Network Society|February 11, 2024
A novel physical activity recognition approach using deep ensemble optimized transformers and reinforcement learningSajad Ahmadian, Mehrdad Rostami, Vahid Farrahi, et al.
Gait & Posture|December 23, 2018
Calibration and validation of accelerometer-based activity monitors: A systematic review of machine-learning approachesVahid Farrahi, Maisa Niemelä, Maarit Kangas, et al.
Gait & Posture|July 5, 2021
Machine-learning models for activity class prediction: A comparative study of feature selection and classification algorithmsJoana Chong, Petra Tjurin, Maisa Niemelä, et al.
Depression and Anxiety|April 30, 2026
Compositional Associations of 24-h Movement Behaviors With Depressive and Anxiety Symptoms in Middle-Aged AdultsClarence Tan, Maisa Niemelä, Marjo Seppänen, et al.
IEEE Journal of Biomedical and Health Informatics|May 21, 2019
Evaluating and Enhancing the Generalization Performance of Machine Learning Models for Physical Activity Intensity Prediction From Raw Acceleration DataVahid Farrahi, Maisa Niemela, Petra Tjurin, et al.
Scandinavian Journal of Medicine & Science in Sports|August 21, 2024
Associations of Wearable Ring Measured Sleep, Sedentary Time, and Physical Activity With Cardiometabolic Health: A Compositional Data Analysis ApproachMaisa Niemelä, Anna Maijala, Laura Nauha, et al.
Scandinavian Journal of Medicine & Science in Sports|April 3, 2021
Accumulation patterns of sedentary time and breaks and their association with cardiometabolic health markers in adultsVahid Farrahi, Maarit Kangas, Antti Kiviniemi, et al.
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