Application program preloading method, device, storage medium and mobile terminal

A technology of application programs and mobile terminals, applied in the field of machine learning, can solve problems such as inability to preload applications, multiple storage spaces, and increased power consumption, so as to optimize the preloading mechanism, improve accuracy, and reduce power consumption and memory The effect of occupancy

Active Publication Date: 2020-09-15
GUANGDONG OPPO MOBILE TELECOMM CORP LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] However, the application cannot be preloaded at will, because if too many resources are preloaded, more storage space will be occupied, and the power consumption will increase, which will seriously affect the smoothness of terminal use

Method used

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  • Application program preloading method, device, storage medium and mobile terminal
  • Application program preloading method, device, storage medium and mobile terminal
  • Application program preloading method, device, storage medium and mobile terminal

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Embodiment Construction

[0026] The technical solution of the present application will be further described below in conjunction with the accompanying drawings and through specific implementation methods. It should be understood that the specific embodiments described here are only used to explain the present application, but not to limit the present application. In addition, it should be noted that, for the convenience of description, only some structures related to the present application are shown in the drawings but not all structures.

[0027] Before discussing the exemplary embodiments in more detail, it should be mentioned that some exemplary embodiments are described as processes or methods depicted as flowcharts. Although the flowcharts describe the steps as sequential processing, many of the steps may be performed in parallel, concurrently, or simultaneously. Additionally, the order of steps may be rearranged. The process may be terminated when its operations are complete, but may also hav...

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Abstract

The embodiment of the present application discloses an application program preloading method, device, storage medium and mobile terminal. The application program preloading method includes: when detecting that the application preloading prediction event is triggered, obtaining the current first state feature information of the mobile terminal; for each application program in the preset application program set, storing the first state feature information Input to the classification and regression tree prediction model corresponding to the current application program, wherein the classification and regression tree prediction model is generated based on the application program usage rules of the mobile terminal when corresponding to the historical state feature information; according to the classification and regression tree prediction model The output result of predicts the target application program that will be launched soon; the target application program is preloaded. By adopting the above technical solution, the embodiments of the present application can effectively improve the prediction accuracy of the application program to be started, further reduce the power consumption and memory usage of the terminal system, and optimize the application program preloading mechanism.

Description

technical field [0001] The embodiments of the present application relate to the technical field of machine learning, and in particular to an application program preloading method, device, storage medium, and mobile terminal. Background technique [0002] At present, with the rapid development of smart terminal technology, smart devices such as smart phones, tablet computers, and smart TVs have become indispensable electronic devices in people's lives. [0003] There are various application programs (Application Software, APP) installed on the smart terminal, and the application program is generally loaded by default when the user opens an application program, and the storage space occupied by the application program is getting larger and larger, and the loading time is also shortened. It is getting longer and longer, wasting the user's precious time. In order to make applications run more smoothly, some smart terminals prepare loading resources of certain applications in ad...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F9/445
CPCG06N20/00G06F9/445Y02D10/00G06N5/01G06F17/18H04L67/04G06N7/01
Inventor 陈岩刘耀勇
Owner GUANGDONG OPPO MOBILE TELECOMM CORP LTD
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