2020 · 12 citations · 10 references
ComputingData ScienceData MiningMachine LearningPredictive AnalyticsPhysical Activity AssessmentPredictive Health ModelingWearable Health TechnologiesActivity LogsActivity MonitoringAutomated Machine LearningMachine Learning For Health MonitoringPhysical Activity AnalyticsPhysical Activity MonitoringWearable Activity MonitoringWearable Activity Monitors
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. \datasetname 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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Peter Düking, Franz Konstantin Fuss, Hans‐Christer Holmberg et al. · JMIR mhealth and uhealth · 2018 · 128 citations · Full text
Peter Düking, Silvia Achtzehn, Hans‐Christer Holmberg et al. · Sensors · 2018 · 80 citations · Full text
Overview of NTCIR-12 Lifelog Task
Cathal Gurrin, Hideo Joho, Frank Hopfgartner et al. · Arrow@dit (Dublin Institute of Technology) · 2016 · 52 citations · Full text