软件可靠性研究中的朴素主成分分析

A. Loganathan, Muthuraj R Jeromia
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引用次数: 0

摘要

软件的使用在个人和组织的所有活动中都扮演着重要的角色。软件用户期待好的、可靠的软件。软件可靠性研究有多种方法,包括概率方法和非概率方法。Zhang和Pham(2000)定义了研究软件可靠性的第三个环境因素,并将其分为五组。后来,他们提出使用从十个环境因素中提取的三个主成分的信息。它会导致关于其余22个因素的信息丢失,另外两个环境因素已被推荐为研究软件可靠性的后续文献中的重要因素。本文提出了一种通过主成分来利用所有34个因子的信息的方法,减少了信息量,减少了信息的损失。用香农信息测度法比较了pc机在不同阶段获得的信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Naive Principal Component Analysis in Software Reliability Studies
Software usage has been dealing major parts in all the activities of individuals as well as organizations. Software users expecting the good and reliable software. There are many approaches in Software reliability studies probabilistic and nonprobabilistic approaches. Zhang and Pham (2000) defined third two environmental factors for studying the reliability of software and categorized them into five groups. Later they proposed to use information about three principal components extracted from ten environmental factors. It causes loss of information about the remaining twenty-two factors, two more environmental factors have been recommended as significant factors in a subsequent literature for studying the reliability of software. This paper proposes a methodology to use the information about all the thirty-four factors through principal components reducing the volume of information with less amount of loss of information. Information gained from the different stages of PCs is compared with Shannon Information measure.
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