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June 3, 2025 • 4 mins

🔹 What if your physical activity data is telling you something you’ve never noticed before? 🔹 🔹 Unsupervised learning can reveal hidden patterns and anomalies in movement data—insights that traditional methods might miss! 🔹

In this episode, we dive into how unsupervised machine learning is revolutionizing physical activity research. Unlike supervised learning, these algorithms don’t rely on labeled data; instead, they discover patterns and clusters on their own. This means researchers can uncover new trends in accelerometry data, detect anomalies, and gain fresh insights into movement behaviors.

This episode is based on a LinkedIn article from the Next-Gen Research Techniques newsletter. Read more here: 🔗 LinkedIn Article. Please note that this episode is narrated using an AI-generated voice.

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This podcast episode is sponsored by Fibion Inc. Better Sleep, Sedentary Behavior and Physical Activity Research with Less Hassle

Learn More About Fibion Devices

Fibion SENS - Collect, store and manage SB and PA data easily and remotely.

Fibion Flash - A versatile customizable tool with HRV and accelerometry capability. 

Fibion Research - SB and PA measurements, analysis, and feedback made easy

Fibion Helix – Ideal for large scale studies. Scalable and affordable with patented precision.

Fibion G2 – Validated data on sitting, standing, activity types, energy expenditure, with participant friendly reports.  

Learn more about Fibion Sleep and Fibion Circadian Rhythm Solutions.

Fibion Kids - Activity tracking designed for children.

Fibion Vitals - A portable device designed to be worn on the chest that serves as a comprehensive health management tool.  Fibion Emfit - Contact free tracking and sleep analysis. 

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Fibion Sleep Solutions: https://web.fibion.com/sleep-solutions/  Fibion Sedentary Behavior and Physical Activity Solutions: https://web.fibion.com/sedentary-and-physical-activity-solutions/  Fibion Circadian Rythm Solutions: https://web.fibion.com/circadian-rhythm-solutions/  Fibion Biosignal Measurements Solutions: https://web.fibion.com/fibion-biosignals/  ---

Explore our Wearables, Experience sampling method (ESM), Sleep, Heart rate variability (HRV), Sedentary Behavior and Physical Activity article collections for insights on related articles.

Refer to our article "Physical Activity and Sedentary Behavior Measurements" for an exploration

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