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output
 
 
.gitattributes
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CFS.py
CFS.py
 
 
Constants.py
Constants.py
 
 
DCV.py
DCV.py
 
 
LICENSE
LICENSE
 
 
README.md
README.md
 
 
SMOTE.py
SMOTE.py
 
 
Util.py
Util.py
 
 
data_manager.py
data_manager.py
 
 
executor.py
executor.py
 
 
feature_selector.py
feature_selector.py
 
 
identify_bell_project.py
identify_bell_project.py
 
 
measures.py
measures.py
 
 
metrices.py
metrices.py
 
 
paper.pdf
paper.pdf
 
 
preparation.py
preparation.py
 
 
requirements.txt
requirements.txt
 
 
run_scott_knott.py
run_scott_knott.py
 
 
scratch_TableIV.csv
scratch_TableIV.csv
 
 
scratch_inputs.py
scratch_inputs.py
 
 
scratch_predict.py
scratch_predict.py
 
 
scratch_rank.sh
scratch_rank.sh
 
 
scratch_tables.py
scratch_tables.py
 
 
tca.py
tca.py
 
 
tca_plus.py
tca_plus.py
 
 
transformation.py
transformation.py
 
 
utilities.py
utilities.py
 
 

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Paper: The Early Bird Catches the Worm: Better Early Life Cycle Defect Predictors

Replication:

Prerequisites

  • Linux Terminal
  • python 2.7.5 and python 3.6.7
  • Git support

On your Linux terminal

  1. $ git clone https://github.com/snaraya7/early-defect-prediction-tse.git
  2. $ cd early-defect-prediction-tse
  3. $ pip3 install -r requirements.txt

Follow the steps 4 to 1 (fastest to slowest) to reproduce Table IV (results) of paper:

Dataset

Project csv's are available here and its associated release csv's are available here

Other details

  1. Portions of code and data transferred from prior study and SAIL for TCA+ related code

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