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Near Real-Time Transportation Mode Detection Based on Accelerometer Readings

Published on Nov 15, 20161853 Views

Jasna Urbančič

This paper describes a method for automatic transportation mode detection based on smartphone sensors. Our approach is designed to work in real-time as it only requires 5s of sensor readings for th

SiKDD 2016 - Ljubljana

Related categories

Artificial IntelligenceData Mining

Chapter list

Near Real-Time Transportation Mode Detection Based on Accelerometer Readings00:00
Motivation00:14
Sensors01:44
Data input02:28
Preprocessing03:45
Gravity estimation04:08
Feature extraction and classification05:03
Evaluation06:53
One against the rest07:00
All pairs07:41
Multi-class classification09:07
Conclusion11:07