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Method and system for determining quality of application based on user behaviors of application management

机译:基于应用程序管理的用户行为确定应用程序质量的方法和系统

摘要

The present invention relates to a method and system for determining the quality of an application based on user behaviors of application management. The method includes: 1) preprocessing data on user behaviors of application management to obtain a sequence of management behaviors as a training set; 2) extracting features of the user behaviors from the obtained sequence of management behaviors; 3) establishing a multi-dimensional independent variable space using the extracted behavior features, wherein each application in the training set is considered as a point in the space; training a model according to the space; and debugging to obtain optimal model parameters and a definite regression model; 4) arranging the data of the management behaviors of each application to be predicted according to step 1) and step 2), and then inputting the result into the regression model, wherein an output of the regression model is the result of the application quality determination. The present invention can effectively remove irrelevant features and exert the quality expression ability of relevant features, and can obtain more accurate results for evaluation of application quality.
机译:本发明涉及一种用于基于应用管理的用户行为确定应用的质量的方法和系统。该方法包括:1)预处理应用程序管理的用户行为的数据,以获得作为训练集的管理行为序列; 2)从获得的管理行为顺序中提取用户行为的特征; 3)使用提取的行为特征建立多维独立变量空间,其中训练集中的每个应用程序被认为是空间中的一个点;根据空间训练模型;并调试以获得最佳模型参数和明确的回归模型; 4)根据步骤1)和步骤2)将要预测的每个应用程序的管理行为的数据进行排列,然后将结果输入回归模型,其中回归模型的输出是应用质量确定的结果。本发明可以有效地消除无关的特征并施加相关特征的质量表达能力,并且可以获得更准确的效果来评估应用质量。

著录项

  • 公开/公告号US10997637B2

    专利类型

  • 公开/公告日2021-05-04

    原文格式PDF

  • 申请/专利权人 PEKING UNIVERSITY;

    申请/专利号US201615746431

  • 申请日2016-09-07

  • 分类号G06Q30/02;G06F17/18;G06K9;G06K9/62;

  • 国家 US

  • 入库时间 2024-06-14 21:30:15

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