ModeSense: Ubiquitous and Accurate Transportation Mode Detection using Serving Cell Tower Information

Abstract

Recent transportation mode detection systems propose leveraging signals from only the serving cell tower to ensure ubiquity and practical deployability across all phones. However, existing solutions employ limited statistical hand-engineered features and traditional machine learning classifiers, leading to low estimation accuracy.

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