1. for Activity Recognition using Wearable Devices
Automatic
Model Construction
for Activity Recognition
using Wearable Devices
Davide Coccomini

2. Wearable devices are spreading

3. What happens when we change the device?
Activity Recognition
Source Device
Target Device
What happens when we change the device?

4. Self-Paced Automatic Learning SPAL
Data Xs
Source phase
Trained Model F 1
Data Hs
Labels Zt
Data Ht 2
Synchronous phase
Constructed Model G 3
Data Xt
Labels Yt
Target phase

5. About 90% of precision on different datasets and 10% better than other methods
Significant reduction in the size of the dataset

6. Thank You For Your Attention
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