A wireless network-based user location prediction system and method

Abstract

A user location prediction system based on a wireless network, including a mobile data acquisition module, a mobile data cleaning module, a user history movement record module, and a hybrid location prediction module. Prediction sub-module, jump prediction sub-module, collaborative filtering prediction sub-module and prediction result sub-module, the prediction result sub-module predicts the sub-module based on the stay hypothesis, historical prediction sub-module based on period division, jump prediction sub-module and collaborative filtering prediction The prediction result of the sub-module completes the user location prediction. The invention also provides a user position prediction method based on the wireless network. The system and method of the present invention have the advantages of providing real-time position prediction within 24 hours and high accuracy of prediction results.

Description

technical field [0001] The present invention relates to a user location prediction system and method based on a wireless network, especially in the field of mobile communications, through the mobile communication network user wireless Internet access data to mine the user's mobile behavior characteristics, make the user's dynamic location prediction for the next 24 hours, and A system and method capable of dynamically modifying forecast results in real time according to changes in new data at any time. Background technique [0002] For position prediction, many related researches have been carried out, most of which use GPS data or combine with Bluetooth for indoor positioning. The location prediction methods include prediction through time series, and some try to classify the location and then make predictions, and some use neural network methods to make predictions. However, location predictions for real-time twenty-four hours or more have not been considered yet. [000...

AI Technical Summary

Problems solved by technology

The prediction scheme of this invention is too simple, and the prediction result only depends on the coordinate information of the first three positions. As long as the user changes the movement plan, the prediction result will have a huge deviation from the actual situation, and the stability is poor

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