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2021 | OriginalPaper | Chapter

Discovering the Influence of Interruptions in Cycling Training: A Data Science Study

Authors : Alen Rajšp, Iztok Fister Jr.

Published in: Computational Science – ICCS 2021

Publisher: Springer International Publishing

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Abstract

The usage of wearables in different sports has resulted in the potential of recording vast amounts of data that allow us to dive even deeper into sports training. This paper provides a novel approach to classifying stoppage events in cycling, and shows an analysis of interruptions in training that are caused when a cyclist encounters a road intersection where he/she must stop while cycling on the track. From 2,629 recorded cycling training sessions 3,731 viable intersection events were identified on which analysis was performed of heart-rate and speed data. It was discovered that individual intersections took an average of 4.08 s, affecting the speed and heart-rate of the cyclist before and after the event. We’ve also discovered that, after the intersection disruptions, the speed of the cyclist decreased and his heart-rate increased in comparison to his pre intersection event values.

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Footnotes
1
Interruption factors marked with asterisk (*) were the ones monitored in our research.
 
2
When referring to values the same calculation was done for heart-rate and speed.
 
Literature
2.
go back to reference Fister, D., Fister, I., Rauter, S.: Generating eating plans for athletes using the particle swarm optimization. In: CINTI 2016–Proceedings of the 17th IEEE International Symposium on Computational Intelligence and Informatics, pp. 193–198. Institute of Electrical and Electronics Engineers Inc., February 2017. https://doi.org/10.1109/CINTI.2016.7846402 Fister, D., Fister, I., Rauter, S.: Generating eating plans for athletes using the particle swarm optimization. In: CINTI 2016–Proceedings of the 17th IEEE International Symposium on Computational Intelligence and Informatics, pp. 193–198. Institute of Electrical and Electronics Engineers Inc., February 2017. https://​doi.​org/​10.​1109/​CINTI.​2016.​7846402
3.
go back to reference Fister, I., Rauter, S., Fister, D.: A collection of sport activity datasets for data analysis and data mining 2017a. Technical report, Faculty of Electrical Engineering and Computer Science (UM FERI) (2017). http://www.academictorrents.com Fister, I., Rauter, S., Fister, D.: A collection of sport activity datasets for data analysis and data mining 2017a. Technical report, Faculty of Electrical Engineering and Computer Science (UM FERI) (2017). http://​www.​academictorrents​.​com
4.
go back to reference Fister Jr., I., Rauter, S., Fister, D., Fister, I.: A collection of sport activity datasets with an emphasis on powermeter data Fister Jr., I., Rauter, S., Fister, D., Fister, I.: A collection of sport activity datasets with an emphasis on powermeter data
5.
go back to reference Fister Jr, I., Rauter, S., Ljubič Fister, K., Fister, D., Fister, I.: Planning fitness training sessions using the bat algorithm. In: 15th Conference on ITAT 2015. CEUR Workshop Proceedings, vol. 1422. pp. 121–126 (2015). ISSN 1613-0073 Fister Jr, I., Rauter, S., Ljubič Fister, K., Fister, D., Fister, I.: Planning fitness training sessions using the bat algorithm. In: 15th Conference on ITAT 2015. CEUR Workshop Proceedings, vol. 1422. pp. 121–126 (2015). ISSN 1613-0073
16.
17.
go back to reference Xiao, X., et al.: Sports digitalization: an overview and a research agenda. In: 38th International Conference on Information Systems, ICIS 2017, December 2017 Xiao, X., et al.: Sports digitalization: an overview and a research agenda. In: 38th International Conference on Information Systems, ICIS 2017, December 2017
Metadata
Title
Discovering the Influence of Interruptions in Cycling Training: A Data Science Study
Authors
Alen Rajšp
Iztok Fister Jr.
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-77970-2_32

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