Method for identifying cross-city commuting crowd by using mobile phone data
The invention discloses a method for identifying cross-city commuting crowds by using mobile phone data, which is divided into three parts and processes as follows: 1, acquiring mobile phone data of known user types, marking road type labels on each data set, preprocessing the mobile phone data, ext...
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Format: | Patent |
Sprache: | chi ; eng |
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Zusammenfassung: | The invention discloses a method for identifying cross-city commuting crowds by using mobile phone data, which is divided into three parts and processes as follows: 1, acquiring mobile phone data of known user types, marking road type labels on each data set, preprocessing the mobile phone data, extracting user travel OD (Origin-Destination), and screening out users with cross-city travel behaviors; obtaining a related user travel index in the data set as a data model sample; 2, constructing a decision tree model; training the decision tree by using k-fold cross validation, and determining a final crowd category recognition model by comparing model index scores of each time; and 3, acquiring mobile phone data of an unknown user type, preprocessing the mobile phone data, extracting a user travel related index, inputting the travel related index into the identification model obtained in the previous step, and outputting a corresponding user type label, namely identifying the user type.
本发明公开了一种利用手机数据识别跨城通勤人群的方法 |
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