PMData: a sports logging dataset

Thambawita, Vajira; Hicks, Steven; Borgli, Hanna; Stensland, Håkon Kvale; Jha, Debesh; Svensen, Martin Kristoffer; Pettersen, Svein Arne; Johansen, Dag; Johansen, Håvard D.; Pettersen, Susann Dahl; Nordvang, Simon; Pedersen, Sigurd; Gjerdrum, Anders Tungeland; Grønli, Tor-Morten; Fredriksen, Per Morten; Eg, Ragnhild; Hansen, Kjeld S.; Fagernes, Siri; Claudi, Christine; Biørn-Hansen, Andreas; Dang Nguyen, Duc Tien; Kupka, Tomas; Hammer, Hugo Lewi; Jain, Ramesh; Riegler, Michael; Halvorsen, Pål
Chapter, Conference object, Peer reviewed
Published version
Thumbnail
Åpne
Permanent lenke
https://hdl.handle.net/10642/9636
Utgivelsesdato
2020-05-27
Metadata
Vis full innførsel
Samlinger
Originalversjon
Thambawita V, Hicks S, Borgli H, Stensland H, Jha D, Svensen MK, Pettersen SA, Johansen D, Johansen HJ, Pettersen SD, Nordvang S, Pedersen S, Gjerdrum AT, Grønli TMG, Fredriksen PM, Eg R, Hansen KSH, Fagernes S, Claudi C, Biørn-Hansen A, Dang Nguyen DT, Kupka T, Hammer HL, Jain R, Riegler M, Halvorsen P: PMData: a sports logging dataset. In: Alay OA, Toni L. MMSys '20: Proceedings of the 11th ACM Multimedia Systems Conference, 2020. Association for Computing Machinery (ACM) p. 231-236   https://doi.org/10.1145/3339825.3394926
Sammendrag
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.
Utgiver
Association for Computing Machinery (ACM)
Serie
MM: International Multimedia Conference;MMSys '20: Proceedings of the 11th ACM Multimedia Systems Conference