A Non-Parametric Approach for Survival Analysis of Component-Based Software
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 fal...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Ram Arti Publishers
2020-04-01
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| Series: | International Journal of Mathematical, Engineering and Management Sciences |
| Subjects: | |
| Online Access: | https://www.ijmems.in/volumes/volume5/number2/25-IJMEMS-ADD-2-52-309-318-2020.pdf |
| _version_ | 1819047046218252288 |
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| author | Sandeep Chopra Lata Nautiyal Preeti Malik Mangey Ram Mahesh K. Sharma |
| author_facet | Sandeep Chopra Lata Nautiyal Preeti Malik Mangey Ram Mahesh K. Sharma |
| author_sort | Sandeep Chopra |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-12-21T10:54:08Z |
| format | Article |
| id | doaj.art-e781695a070c4efaa25ec8efe95f1b97 |
| institution | Directory Open Access Journal |
| issn | 2455-7749 2455-7749 |
| language | English |
| last_indexed | 2024-12-21T10:54:08Z |
| publishDate | 2020-04-01 |
| publisher | Ram Arti Publishers |
| record_format | Article |
| series | International Journal of Mathematical, Engineering and Management Sciences |
| spelling | doaj.art-e781695a070c4efaa25ec8efe95f1b972022-12-21T19:06:34ZengRam Arti PublishersInternational Journal of Mathematical, Engineering and Management Sciences2455-77492455-77492020-04-015230931810.33889/IJMEMS.2020.5.2.025A Non-Parametric Approach for Survival Analysis of Component-Based SoftwareSandeep Chopra0Lata Nautiyal1Preeti Malik2Mangey Ram3Mahesh K. Sharma4Department of Computer Application & Information Technology, S.G.R.R. University, Dehradun, Uttrakhand, India.Department of Computer Science, University of Bristol, Bristol, United Kingdom.Department of Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun, Uttrakhand, India.Department of Mathematics; Computer Science and Engineering, Graphic Era Deemed to be University, Dehradun, Uttrakhand, India.Department of Computer Application & Information Technology, Amrapali Institute, Haldwani, Uttrakhand, India.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.https://www.ijmems.in/volumes/volume5/number2/25-IJMEMS-ADD-2-52-309-318-2020.pdfcomponent-based softwarefailuresurvival analysisnon-parametric methodreliability |
| spellingShingle | Sandeep Chopra Lata Nautiyal Preeti Malik Mangey Ram Mahesh K. Sharma A Non-Parametric Approach for Survival Analysis of Component-Based Software International Journal of Mathematical, Engineering and Management Sciences component-based software failure survival analysis non-parametric method reliability |
| title | A Non-Parametric Approach for Survival Analysis of Component-Based Software |
| title_full | A Non-Parametric Approach for Survival Analysis of Component-Based Software |
| title_fullStr | A Non-Parametric Approach for Survival Analysis of Component-Based Software |
| title_full_unstemmed | A Non-Parametric Approach for Survival Analysis of Component-Based Software |
| title_short | A Non-Parametric Approach for Survival Analysis of Component-Based Software |
| title_sort | non parametric approach for survival analysis of component based software |
| topic | component-based software failure survival analysis non-parametric method reliability |
| url | https://www.ijmems.in/volumes/volume5/number2/25-IJMEMS-ADD-2-52-309-318-2020.pdf |
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