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PROMISE2019

This repository contains the replication package for "Does chronology matter in JIT defect prediction? A Partial Replication Study" by Hadi Jahanshahi, Dhanya Jothimani, Mucahit Cevik, and Ayse Basar (Bener).

Maintained by: Hadi Jahanshahi (hadi.jahanshahi@reysron.ca)

Required tools and packages

The following tools were installed on the machine where the scripts were originally executed:

  • R version 3.5.1
  • Python 3.7.1

In addition, the following R packages were installed:

  • randomForest 4.6-14
  • MASS 7.3-50
  • reshape2 1.4.3
  • beanplot 1.2
  • zoo 1.8-6

Also, the following Python Libraries are needed:

  • pandas
  • numpy
  • matplotlib
  • seaborn

Folders and their contents

  • Scripts: All the scripts to reproduce the results obtained in the research questions and generate the figures from the paper

  • Extra_analysis: As an appendix to our paper, we also included the result for 3-month period and using Logistic Regression as the classifier in this folder.

  • input: the JIT datasets used in the replication

  • output: The csv reports for each research question and each dataset is accessible in this folder.

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The effect of Chronology on JIT defect prediction

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