PMData: A Sports Logging Dataset

Vajira Thambawita, Steven Hicks, Hannah Borgli, Håkon Stensland, Debesh Jha, Martin Kristoffer Svensen, Svein Arne Pettersen, Dag Johansen, Hårvard Dagenborg Johansen, Susann Dahl Pettersen, Simon Nordvang, Sigurd Pedersen, Anders T. Gjerdum, Tor-Morten Grønli, Per Morten Fredriksen, Ragnhild Eg, Kjeld S. Hansen, Siri Fagernes, Christine Claudi, Christine ClaudiAndreas Biørn-Hansen, Duc Tien Nguyen, Tomas Kupka, Hugo Lewi Hammer, Ramesh C. Jain, Michael Riegler, Pål Halvorsen

Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningpeer review

Abstrakt

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.
OriginalsprogEngelsk
TitelMMSys '20 : Proceedings of the 11th ACM Multimedia Systems Conference
RedaktørerLaura Toni, Ali C. Begen
Antal sider6
Udgivelses stedNew York
ForlagAssociation for Computing Machinery
Publikationsdato27 maj 2020
Sider231-236
Kapitel6
ISBN (Trykt)9781450368452
ISBN (Elektronisk)9781450368452
DOI
StatusUdgivet - 27 maj 2020
Udgivet eksterntJa
BegivenhedThe 11th ACM Multimedia Systems Online Conference - , WWW
Varighed: 8 jun. 202011 jun. 2020
Konferencens nummer: 11
https://2020.acmmmsys.org/

Konference

KonferenceThe 11th ACM Multimedia Systems Online Conference
Nummer11
LandWWW
Periode08/06/202011/06/2020
Internetadresse

Emneord

  • Multimedia dataset
  • Neural networks
  • Machine learning
  • Sports logging
  • Sensor data
  • Questionnaires
  • Food pictures

Citationsformater

Thambawita, V., Hicks, S., Borgli, H., Stensland, H., Jha, D., Kristoffer Svensen, M., Pettersen, S. A., Johansen, D., Dagenborg Johansen, H., Pettersen, S. D., Nordvang, S., Pedersen, S., Gjerdum, A. T., Grønli, T-M., Fredriksen, P. M., Eg, R., Hansen, K. S., Fagernes, S., Claudi, C., ... Halvorsen, P. (2020). PMData: A Sports Logging Dataset. I L. Toni, & A. C. Begen (red.), MMSys '20: Proceedings of the 11th ACM Multimedia Systems Conference (s. 231-236). Association for Computing Machinery. https://doi.org/10.1145/3339825.3394926