🔹 What if your physical activity data is telling you something you’ve never noticed before? 🔹

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.

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. 

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Fibion Sleep Solutions: https://web.fibion.com/sleep-solutions/ 

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 of active and sedentary lifestyle assessment methods.

Learn about actigraphy in our guide: Exploring Actigraphy in Scientific Research: A Comprehensive Guide.

Gain foundational ESM insights with "Introduction to Experience Sampling Method (ESM)" for a comprehensive overview.

Explore accelerometer use in health research with our article "Measuring Physical Activity and Sedentary Behavior with Accelerometers ".

For an introduction to the fundamental aspects of HRV, consider revisiting our Ultimate Guide to Heart Rate Variability.

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Follow host Dr Olli Tikkanen on Twitter https://twitter.com/ollitikkanen 

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Check our YouTube channel: https://www.youtube.com/@PA_Researcher