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DYNAMIC DISPLAY OF PERSONALIZED SOFTWARE FUNCTIONS

机译:个性化软件功能的动态显示

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摘要

Generalized software packages endowed with a large spectrum of functionalities are often underutilized because users are not always aware of all the functionalities. It is hence desirable to display personalized information about the package. Though popular in web-based applications, personalization as afield of research in the design of generalized software packages is rare. This article develops a semi-Markov model of user navigation and an adaptive dynamic programming formulation to select high-utility software functions (states) for dynamically displaying them to a user. The personalization algorithm considers the interests of the software designers, the past users, and the current user. Frequency of visit to a state and the holding time in the state together determines the utility of the state. The personalization algorithm considers the interests of the software designers, the past users, and the current user. The algorithm is built in a demo package of ActiveX Servers and Controls. Graduate students tested the package. Pareto analysis and tests of hypothesis conducted on the test results indicate that the users did utilize the information on the displayed personalized software functions.
机译:拥有大量功能的通用软件包经常没有得到充分利用,因为用户并不总是了解所有功能。因此,期望显示关于包装的个性化信息。尽管在基于Web的应用程序中很流行,但作为通用软件包设计研究领域的个性化很少见。本文开发了用户导航的半马尔可夫模型和自适应动态编程公式,以选择高实用性软件功能(状态)以将其动态显示给用户。个性化算法考虑了软件设计人员,过去用户和当前用户的利益。访问状态的频率和在该状态中的保持时间共同决定了该状态的效用。个性化算法考虑了软件设计人员,过去用户和当前用户的利益。该算法内置在ActiveX服务器和控件的演示包中。研究生测试了该软件包。对测试结果进行的Pareto分析和假设检验表明,用户确实利用了显示的个性化软件功能上的信息。

著录项

  • 来源
    《Applied Artificial Intelligence》 |2012年第7期|p.466-502|共37页
  • 作者单位

    The Flash Center for Computational Science, University of Chicago, Chicago, IL 60637, USA;

    University of Massachusetts, Dartmouth, MA, USA;

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  • 原文格式 PDF
  • 正文语种 eng
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