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October 15, 2025Engineering headway

Intelligence Sports Performance Analytics from Strava Using Big Data Platform with Multi-Layer Perceptron

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Authors

ANA.A. NugrohoUniversity of Indonesia

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Implication

This research analyzes sports performance data from Strava, highlighting how big data can improve predictions for athletes.

Key Points

  • The multi-layer perceptron model achieved an R-square of 0.985, indicating high predictive accuracy for athlete performance.
  • Using big data and streaming pipelines from wearable devices can enable athletes to forecast their peak performance.
  • The study utilized Strava's data along with a machine learning approach to visualize performance insights for each athlete.
  • Automatic data processing was enhanced through a big data pipeline, showcasing the integration of technology in sports analytics.

Cite This Study

A.A. Nugroho (2025) studied this question.

synapsesocial.com/papers/68efd921056559ef4287738dhttps://doi.org/10.4028/p-zzga04
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