Towards the Roadmap of Defect Predictors and its Diagnostics
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 114 | Weekly Hits: ⮙3 | Monthly Hits: ⮙13

Research Paper | Computer Science & Engineering | India | Volume 3 Issue 6, June 2014

Towards the Roadmap of Defect Predictors and its Diagnostics

Shubha Sharma, Anubhooti Papola

Data mining and efficient knowledge discovery in database have been attracting a significant amount of research; industry attention in mostly all the fields. The paper discusses about Bug prediction: an essential phase in the process of bug triaging and fixing process. Bug prediction solutions have been proposed. The demonstration of their effectiveness however faces number of issues including bug triaging; inappropriate evaluation measures: likelihood; precision and recall values. The major drawback of bug prediction technique is unsatisfactory prediction resulting in least accuracy and conspicuous bug report. With the new advancement; machine learning classifiers have proved and emerged as a trusted way to predict the introduction of bugs in changes made to sources. The demerits of existing classifier based prediction techniques are insufficient data and slow performance. The objective is to reach optimal classification performance with nave bayes accompanied with svm (support vector machine) classifiers and substantial feature extraction; further analyzing its performance on the basis of its evaluation measures-likelihood; precision and recall value; f- measure. The evaluation result show that proposed approach can achieve better search results than existing search programs.the work will help in precise and relevant prediction of bug reports and will help in diagnostics of mislabeling of bug reports.

Keywords: bug reports, prediction, search quality, maintenance

Edition: Volume 3 Issue 6, June 2014

Pages: 894 - 899

Share this Article

How to Cite this Article?

Shubha Sharma, Anubhooti Papola, "Towards the Roadmap of Defect Predictors and its Diagnostics", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=2014243, Volume 3 Issue 6, June 2014, 894 - 899

Enter Your Registered Email Address





Similar Articles with Keyword 'bug reports'

Downloads: 106 | Weekly Hits: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2835 - 2838

A Survey Paper for Bug Localization

Dhanashree P. Pathak, Srinu Dharavath

Share this Article

Downloads: 107 | Weekly Hits: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1900 - 1903

A Survey Paper on Efficient Approach of Data Reduction Techniques for Bug Triaging System

Smita Boharpi, Sonal Fatangare

Share this Article

Downloads: 107 | Weekly Hits: ⮙2

Case Studies, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1987 - 1990

Improving Auto Bug Triage by Effective Data Reduction

Roshna V. Sangle, Rajendra D. Gawali

Share this Article

Downloads: 114 | Weekly Hits: ⮙3 | Monthly Hits: ⮙13

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 894 - 899

Towards the Roadmap of Defect Predictors and its Diagnostics

Shubha Sharma, Anubhooti Papola

Share this Article

Downloads: 115 | Weekly Hits: ⮙3 | Monthly Hits: ⮙9

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 12, December 2016

Pages: 1782 - 1784

Software Data Reduction Techniques for Effective Bug Triage

Rinku Ambadas Chaudhari, Sarika V. Bodake

Share this Article

Similar Articles with Keyword 'prediction'

Downloads: 479 | Weekly Hits: ⮙7 | Monthly Hits: ⮙83

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Downloads: 36 | Monthly Hits: ⮙20

Student Project, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 1677 - 1680

Detecting Pneumonia from X-Ray Images using Deep Learning

Deep Piyushkumar Patel

Share this Article

Downloads: 41 | Monthly Hits: ⮙3

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 886 - 889

Survey on Algorithms Predicting Performance of Keyword Queries

Snehal Borole

Share this Article

Downloads: 60 | Weekly Hits: ⮙3 | Monthly Hits: ⮙19

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Downloads: 71 | Weekly Hits: ⮙3

Research Paper, Computer Science & Engineering, Sweden, Volume 9 Issue 12, December 2020

Pages: 1137 - 1139

Predicting Diabetes using Gradient Boosting is a Machine Learning Technique

Ali Adam Mohammad

Share this Article

Similar Articles with Keyword 'search quality'

Downloads: 106 | Weekly Hits: ⮙1 | Monthly Hits: ⮙11

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 2077 - 2082

Supporting Privacy Protection in Personalized Web Search with Secured User Profile

Archana R. Ukande, Nitin Shivale

Share this Article

Downloads: 107 | Monthly Hits: ⮙7

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2179 - 2182

Supporting Privacy Protection in Personalized Web Search with Secured User Profile

Archana Ukande, Nitin Shivale

Share this Article

Downloads: 112 | Monthly Hits: ⮙4

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 2250 - 2254

Diversifies XML Keyword Search Based on its Different Contexts in the XML Data

Pooja Chudiwal, A. C. Lomte

Share this Article

Downloads: 113 | Weekly Hits: ⮙2 | Monthly Hits: ⮙7

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2500 - 2505

Supporting Privacy Protection in Personalized Web Search with Secured User Profile

Archana R.Ukande, Nitin Shivale

Share this Article

Downloads: 114 | Weekly Hits: ⮙3 | Monthly Hits: ⮙13

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 894 - 899

Towards the Roadmap of Defect Predictors and its Diagnostics

Shubha Sharma, Anubhooti Papola

Share this Article

Similar Articles with Keyword 'maintenance'

Downloads: 9 | Weekly Hits: ⮙8 | Monthly Hits: ⮙9

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 4, April 2021

Pages: 1169 - 1173

Implementation of Long Range Wireless IoT Device for Agriculture Using Multi-Hop Topology Design

Anchla Rajput, Anshul Sarawagi

Share this Article

Downloads: 101 | Weekly Hits: ⮙1 | Monthly Hits: ⮙12

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1812 - 1814

A Survey on Deduplication Scheme in Cloud Storage

Deepa.D, Revathi.M

Share this Article

Downloads: 101 | Weekly Hits: ⮙1

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 2433 - 2435

Using Functional Point Analysis and Test Point Analysis Reducing Maintenance Cost of Software

Samadhan E. Kadam, Amol K. Kadam, Dr. S. D. Joshi

Share this Article

Downloads: 103 | Weekly Hits: ⮙1 | Monthly Hits: ⮙12

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1295 - 1299

Video Analysis to Detect and Track Road Ahead for Safety

Laxmi, Dr. Neelam Srivastava

Share this Article

Downloads: 103 | Monthly Hits: ⮙2

Survey Paper, Computer Science & Engineering, India, Volume 6 Issue 5, May 2017

Pages: 1553 - 1555

A Survey on Access Control Scheme for Data in Cloud with Anonymous Authentication

Manju Lakshmi, Anju Rachel Oommen, Smita C Thomas

Share this Article



Top