A non-parametric approach for survival analysis of component-based software
| Autor: | Mahesh K. Sharma, Preeti Malik, Mangey Ram, Lata Nautiyal, Sandeep Chopra |
|---|---|
| Jazyk: | angličtina |
| Rok vydání: | 2020 |
| Předmět: |
General Computer Science
component-based software Computer science General Mathematics Failure 02 engineering and technology lcsh:Technology survival analysis Software Component (UML) 0502 economics and business 0202 electrical engineering electronic engineering information engineering Survival analysis Reliability (statistics) reliability lcsh:T business.industry lcsh:Mathematics 05 social sciences General Engineering Nonparametric statistics non-parametric method lcsh:QA1-939 Non-parametric method Reliability General Business Management and Accounting failure Reliability engineering 020201 artificial intelligence & image processing Component-based software business 050203 business & management |
| Zdroj: | Chopra, S, Nautiyal, L, Malik, P, Ram, M & Sharma, M K 2020, ' A non-parametric approach for survival analysis of component-based software ', International Journal of Mathematical, Engineering and Management Sciences, vol. 5, no. 2, pp. 309-318 . https://doi.org/10.33889/IJMEMS.2020.5.2.025 International Journal of Mathematical, Engineering and Management Sciences, Vol 5, Iss 2, Pp 309-318 (2020) |
| Popis: | Reliability of a software or system is the probability of system to perform its functions adequately for the stated time period under specific environment conditions. In case of component-based software development reliability estimation is a crucial factor. Existing reliability estimation model falls into two broad categories parametric and non-parametric models. Parametric models approximate the model parameters based on the assumptions of fundamental distributions. Non-parametric models enable parameter estimation of the software reliability growth models without any assumptions. We have proposed a novel non-parametric approach for survival analysis of components. Failure data is collected based on which we have calculated failure rate and reliability of the software. Failure rate increases with the time whereas reliability decreases with the time. |
| Databáze: | OpenAIRE |
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