TRANSFER FUNCTION MODELING IN WEB SOFTWARE FAULT PREDICTION IMPLEMENTING PRE-WHITENING TECHNIQUE.
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| Title: | TRANSFER FUNCTION MODELING IN WEB SOFTWARE FAULT PREDICTION IMPLEMENTING PRE-WHITENING TECHNIQUE. |
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| Authors: | CHATTERJEE, SUBHASHIS1 chatterjee_subhashis@rediffmail.com, ROY, ARUNAVA1 royism.arunava@gmail.com |
| Source: | International Journal of Reliability, Quality & Safety Engineering. Oct2014, Vol. 21 Issue 5, p1-48. 48p. |
| Subjects: | Transfer functions, Internet software, Debugging, Web-based user interfaces, Computer reliability, HTTP (Computer network protocol) |
| Abstract: | The issue of Web reliability is gaining importance, as different Web-based applications are getting popularity with time. In order to enhance the reliability of a Web system, the Web administrator have to determine if there exists any relationship or correlation among different Web workload characteristics and the errors having an impact on the reliability of the Web system, so that he will be able to predict them accurately. It may not be possible to establish a generalized relationship among different Web workload characteristics. Hence, in this paper, we have performed principal component analysis (PCA) to check whether different Web workload characteristics, for particular Web software are correlated or not. Then, we have proposed a transfer function based model for Web software fault prediction. Also, we have used the pre-whitening technique to eliminate the noise present in the data for developing an efficient transfer function based model to predict the cumulative occurrences of different Web failures having an impact on the reliability of the Web software. [ABSTRACT FROM AUTHOR] |
| Copyright of International Journal of Reliability, Quality & Safety Engineering is the property of World Scientific Publishing Company and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 98504167 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: TRANSFER FUNCTION MODELING IN WEB SOFTWARE FAULT PREDICTION IMPLEMENTING PRE-WHITENING TECHNIQUE. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22CHATTERJEE%2C+SUBHASHIS%22">CHATTERJEE, SUBHASHIS</searchLink><relatesTo>1</relatesTo><i> chatterjee_subhashis@rediffmail.com</i><br /><searchLink fieldCode="AR" term="%22ROY%2C+ARUNAVA%22">ROY, ARUNAVA</searchLink><relatesTo>1</relatesTo><i> royism.arunava@gmail.com</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Reliability%2C+Quality+%26+Safety+Engineering%22">International Journal of Reliability, Quality & Safety Engineering</searchLink>. Oct2014, Vol. 21 Issue 5, p1-48. 48p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Transfer+functions%22">Transfer functions</searchLink><br /><searchLink fieldCode="DE" term="%22Internet+software%22">Internet software</searchLink><br /><searchLink fieldCode="DE" term="%22Debugging%22">Debugging</searchLink><br /><searchLink fieldCode="DE" term="%22Web-based+user+interfaces%22">Web-based user interfaces</searchLink><br /><searchLink fieldCode="DE" term="%22Computer+reliability%22">Computer reliability</searchLink><br /><searchLink fieldCode="DE" term="%22HTTP+%28Computer+network+protocol%29%22">HTTP (Computer network protocol)</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: The issue of Web reliability is gaining importance, as different Web-based applications are getting popularity with time. In order to enhance the reliability of a Web system, the Web administrator have to determine if there exists any relationship or correlation among different Web workload characteristics and the errors having an impact on the reliability of the Web system, so that he will be able to predict them accurately. It may not be possible to establish a generalized relationship among different Web workload characteristics. Hence, in this paper, we have performed principal component analysis (PCA) to check whether different Web workload characteristics, for particular Web software are correlated or not. Then, we have proposed a transfer function based model for Web software fault prediction. Also, we have used the pre-whitening technique to eliminate the noise present in the data for developing an efficient transfer function based model to predict the cumulative occurrences of different Web failures having an impact on the reliability of the Web software. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of International Journal of Reliability, Quality & Safety Engineering is the property of World Scientific Publishing Company and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1142/S0218539314500260 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 48 StartPage: 1 Subjects: – SubjectFull: Transfer functions Type: general – SubjectFull: Internet software Type: general – SubjectFull: Debugging Type: general – SubjectFull: Web-based user interfaces Type: general – SubjectFull: Computer reliability Type: general – SubjectFull: HTTP (Computer network protocol) Type: general Titles: – TitleFull: TRANSFER FUNCTION MODELING IN WEB SOFTWARE FAULT PREDICTION IMPLEMENTING PRE-WHITENING TECHNIQUE. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: CHATTERJEE, SUBHASHIS – PersonEntity: Name: NameFull: ROY, ARUNAVA IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 10 Text: Oct2014 Type: published Y: 2014 Identifiers: – Type: issn-print Value: 02185393 Numbering: – Type: volume Value: 21 – Type: issue Value: 5 Titles: – TitleFull: International Journal of Reliability, Quality & Safety Engineering Type: main |
| ResultId | 1 |