Publication | Open Access
PMData
47
Citations
10
References
2020
Year
Unknown Venue
Mobile SensingPhysical ActivityMachine-learning ApplicationsPmdata Combines InputData ScienceEngineeringPhysical FitnessLife-loggingPredictive AnalyticsKnowledge DiscoveryWearable TechnologyTraditional Lifelog DataHealth MonitoringHuman MonitoringActivity RecognitionStatisticsHealth InformaticsHealth Sciences
In this paper, we present PMData: a dataset that combines traditional lifelogging data with sports-activity data. Our dataset enables the development of novel data analysis and machine-learning applications where, for instance, additional sports data is used to predict and analyze everyday developments, like a person's weight and sleep patterns; and applications where traditional lifelog data is used in a sports context to predict athletes' performance. PMData combines input from Fitbit Versa 2 smartwatch wristbands, the PMSys sports logging smartphone application, and Google forms. Logging data has been collected from 16 persons for five months. Our initial experiments show that novel analyses are possible, but there is still room for improvement.
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