Method for cleaning background application based on Android user behavior habit

Abstract

The invention belongs to the field of machine learning and Android memory optimization and data mining, and particularly relates to a method for cleaning background application based on Android user behavior habits. The method comprises: recording time and places that an Android mobile phone user uses each APP, and names of the APPs, to form a data set; pre-processing the data set, removing irrelevant information in the data set; training the pre-processed data set to obtain a weighted sequential pattern of APP usage by the user; calculating probability of using the APPs at different time andplaces; storing the weighted sequential pattern and the probabilities into a database; according to the weighted sequential pattern and the probabilities in the database, calculating scores of background applications and determining priority of the background applications; clean up the background application whose priority is higher than a lowest priority. The method can clean up the application which is most unlikely to be used by the mobile phone user at next time, so as to release resources, improve running smoothness and enhance user experience.

Description

technical field [0001] The invention relates to the fields of machine learning, Android memory optimization and data mining, in particular to a method for cleaning background application programs based on behavior habits of Android users. Background technique [0002] The development of the Internet not only promotes the popularity of smart phones, but also a large number of mobile APPs have emerged. A large number of applications installed in mobile phones occupy a large amount of mobile phone memory space and resources, resulting in mobile freezes and seriously reducing user experience. Most of the reasons for Android mobile phone freezing are that the user or the mobile phone itself has started too many processes, caches and services, which take up too much memory. Therefore, to solve the problem of smartphone freezing, we need to kill the unnecessary processes, caches and services. service to release the phone memory it occupies. [0003] At present, most smartphones cl...

AI Technical Summary

Problems solved by technology

However, these two methods consider cleaning the memory process from the perspective of the smartphone terminal, and do not consider which process the user wants to clean up. When cleaning up the application process that the user will use, it will cause the user to open the next time The application takes a long time, which seriously affects the user experience

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