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软件学报  1998 

Toward a Relationship Between Software Reliability Estimation and Complexity Analysis
软件可靠性估计与计算复杂性的关系浅析

Keywords: Software reliability,reliability estimation,random testing,pseudo-dimension,complexity analysis
软件可靠性
,可靠性估计,随机测试,函数集合伪维数,复杂性分析.

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Abstract:

Estimation of software reliability according to random testing is of particular importance in software reliability engineering. The author proposes a method for software reliability estimation in this paper. It reckons the complexity of the computation as an important factor of reliability estimation so that software is not considered as a black-box. It uses the pseudo-dimension of software neighbourhood as a measure of software complexity. Therefore, it can be used to estimate software reliability according to fault-based random testing. The author also proves some relationships between computational complexity and the pseudo-dimension of the set of functions that can be computed within the complexity bound.

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