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Collect sensor data from Android cell phone.Using accelerometers and gravimeters to calculate horizontal and vertical accelerations. Use decision tree as classifier

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sqyon/CellPhoneActivityRecognition

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基于手机传感器的行为识别

本项目为服务器后端,安卓前端在 https://github.com/sqyon/CellPhoneActivityRecognitionAPP

使用安卓手机的传感器获取加速度与重力加速度,并计算出水平与垂直加速度,提取特征后使用决策树进行分类。

训练用数据集

https://github.com/mmalekzadeh/motion-sense

特征提取

使用tsfresh提取时间序列特征,使用卡方检验获取前k个最重要的特征,并使用这些特征进行训练

数据传输

手机端UPD发包到服务器进行计算输出,并回传手机

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Collect sensor data from Android cell phone.Using accelerometers and gravimeters to calculate horizontal and vertical accelerations. Use decision tree as classifier

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