Physical Activity Recognition From Smartphone Accelerometer Data for User Context Awareness Sensing

• Published in: IEEE transactions on systems, man, and cybernetics. Systems Vol. 47; no. 12; pp. 3142 - 3149
• Main Authors: Wannenburg, Johan, Malekian, Reza
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.12.2017; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Accelerometer; Accelerometers; Activity recognition; Algorithms; Classifiers; Exercise; Feature extraction; Hidden Markov models; Machine learning; Machine learning algorithms; Sensors; Smart phones; smartphone; Smartphones

Physical activity recognition of everyday activities such as sitting, standing, laying, walking, and jogging was performed, through the use of smartphone accelerometer data. Activity classification was done on a remote server through the use of machine learning algorithms, data was received from the...