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Title: :  SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE
PaperId: :  21169
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 4 2023
DUI:    16.0415/IJARIIE-21169
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MONIKA V SAMC ENGINEERING COLLEGE
Dr.M.Charles ArockiarajAMC ENGINEERING COLLEGE

Abstract

Computer science
Java,html,css
Software companies experience a significant decline of over 45% in revenue due to software issues. Bug triage plays a vital role in the bug-fixing process by assigning developers to new problems. To streamline and reduce manual effort in bug triage, automatic bug triage uses text categorization algorithms. Our research focuses on data reduction for bug triage, aiming to decrease data size while enhancing quality. To achieve this, we combine instance and feature selection techniques to reduce the size of bug reports and individual words. Using variables from existing bug datasets, we develop a prediction model to determine the optimal sequence for applying instance and feature selection on a new bug dataset. To validate our approach, we conduct an empirical analysis on a dataset comprising 600,000 bug reports from Eclipse and Mozilla, two well-known open-source projects. Our study's findings demonstrate that our proposed data reduction methodology effectively decreases data size while improving bug triage accuracy. This research offers a valuable technique for employing data processing methods to generate concise yet high-quality bug data in software development and maintenance

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IJARIIE MONIKA V S, and Dr.M.Charles Arockiaraj. "SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 4 2023 Page 1004-1008
MLA MONIKA V S, and Dr.M.Charles Arockiaraj. "SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE." International Journal Of Advance Research And Innovative Ideas In Education 9.4(2023) : 1004-1008.
APA MONIKA V S, & Dr.M.Charles Arockiaraj. (2023). SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE. International Journal Of Advance Research And Innovative Ideas In Education, 9(4), 1004-1008.
Chicago MONIKA V S, and Dr.M.Charles Arockiaraj. "SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 4 (2023) : 1004-1008.
Oxford MONIKA V S, and Dr.M.Charles Arockiaraj. 'SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, 2023, p. 1004-1008. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SOFTWARE_DATA_REDUCTION_FOR_EFFECTIVE_BUG_TRIAGE_ijariie21169.pdf (Accessed : ).
Harvard MONIKA V S, and Dr.M.Charles Arockiaraj. (2023) 'SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE', International Journal Of Advance Research And Innovative Ideas In Education, 9(4), pp. 1004-1008IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SOFTWARE_DATA_REDUCTION_FOR_EFFECTIVE_BUG_TRIAGE_ijariie21169.pdf (Accessed : )
IEEE MONIKA V S, and Dr.M.Charles Arockiaraj, "SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 4, pp. 1004-1008, Jul-Aug 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/SOFTWARE_DATA_REDUCTION_FOR_EFFECTIVE_BUG_TRIAGE_ijariie21169.pdf [Accessed : ].
Turabian MONIKA V S, and Dr.M.Charles Arockiaraj. "SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 4 ().
Vancouver MONIKA V S, and Dr.M.Charles Arockiaraj. SOFTWARE DATA REDUCTION FOR EFFECTIVE BUG TRIAGE. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : ]; 9(4) : 1004-1008. Available from: https://ijariie.com/AdminUploadPdf/SOFTWARE_DATA_REDUCTION_FOR_EFFECTIVE_BUG_TRIAGE_ijariie21169.pdf
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