All Episodes

April 27, 2025 4 mins

🎙️ Supervised Learning in Physical Activity Research – Unlocking Insights from Accelerometry Data

How does supervised learning enhance physical activity research?

In this episode, we dive into supervised learning, a key machine learning technique that uses labeled data to classify physical activities and predict health outcomes. Learn about: ✔️ How supervised learning processes accelerometer data ✔️ Real-world applications in activity classification and health prediction ✔️ The benefits (high accuracy, interpretability) and challenges (data labeling, overfitting) of using supervised learning models

This content is based on a LinkedIn article from the Next-Gen Research Techniques newsletter. Read the full article here: https://www.linkedin.com/newsletters/next-gen-research-techniques-7173641215651827712/. The voice in this episode is AI-generated.

_____________

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. 

---

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 Acti


Advertise With Us

Popular Podcasts

24/7 News: The Latest
Stuff You Should Know

Stuff You Should Know

If you've ever wanted to know about champagne, satanism, the Stonewall Uprising, chaos theory, LSD, El Nino, true crime and Rosa Parks, then look no further. Josh and Chuck have you covered.

Crime Junkie

Crime Junkie

Does hearing about a true crime case always leave you scouring the internet for the truth behind the story? Dive into your next mystery with Crime Junkie. Every Monday, join your host Ashley Flowers as she unravels all the details of infamous and underreported true crime cases with her best friend Brit Prawat. From cold cases to missing persons and heroes in our community who seek justice, Crime Junkie is your destination for theories and stories you won’t hear anywhere else. Whether you're a seasoned true crime enthusiast or new to the genre, you'll find yourself on the edge of your seat awaiting a new episode every Monday. If you can never get enough true crime... Congratulations, you’ve found your people. Follow to join a community of Crime Junkies! Crime Junkie is presented by audiochuck Media Company.

Music, radio and podcasts, all free. Listen online or download the iHeart App.

Connect

© 2025 iHeartMedia, Inc.