@article{ART002478944},
author={Gunwoo Park and Sung-Moon Hong and Hyunha Kim and Doh, Kyung-Goo},
title={Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2019},
volume={15},
number={1},
pages={43-53},
doi={10.29056/jsav.2019.06.05}
TY - JOUR
AU - Gunwoo Park
AU - Sung-Moon Hong
AU - Hyunha Kim
AU - Doh, Kyung-Goo
TI - Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network
JO - Journal of Software Assessment and Valuation
PY - 2019
VL - 15
IS - 1
PB - Korea Software Assessment and Valuation Society
SP - 43
EP - 53
SN - 2092-8114
AB - BigCloneBench has recently been used for performance evaluation of code clone detection tool using machine learning. However, since BigCloneBench is not a benchmark that is optimized for machine learning, incorrect learning data can be created. In this paper, we have shown through experiments using machine learning that the set of Type-4 clone methods provided by BigCloneBench can additionally be found. Experimental results using Tree-Based Convolutional Neural Network show that our proposed method is effective in improving BigCloneBench’s dataset.
KW - code clone;clone checking;machine learning;benchmark;Convolutional Neural Network
DO - 10.29056/jsav.2019.06.05
ER -
Gunwoo Park, Sung-Moon Hong, Hyunha Kim and Doh, Kyung-Goo. (2019). Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network. Journal of Software Assessment and Valuation, 15(1), 43-53.
Gunwoo Park, Sung-Moon Hong, Hyunha Kim and Doh, Kyung-Goo. 2019, "Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network", Journal of Software Assessment and Valuation, vol.15, no.1 pp.43-53. Available from: doi:10.29056/jsav.2019.06.05
Gunwoo Park, Sung-Moon Hong, Hyunha Kim, Doh, Kyung-Goo "Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network" Journal of Software Assessment and Valuation 15.1 pp.43-53 (2019) : 43.
Gunwoo Park, Sung-Moon Hong, Hyunha Kim, Doh, Kyung-Goo. Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network. 2019; 15(1), 43-53. Available from: doi:10.29056/jsav.2019.06.05
Gunwoo Park, Sung-Moon Hong, Hyunha Kim and Doh, Kyung-Goo. "Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network" Journal of Software Assessment and Valuation 15, no.1 (2019) : 43-53.doi: 10.29056/jsav.2019.06.05
Gunwoo Park; Sung-Moon Hong; Hyunha Kim; Doh, Kyung-Goo. Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network. Journal of Software Assessment and Valuation, 15(1), 43-53. doi: 10.29056/jsav.2019.06.05
Gunwoo Park; Sung-Moon Hong; Hyunha Kim; Doh, Kyung-Goo. Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network. Journal of Software Assessment and Valuation. 2019; 15(1) 43-53. doi: 10.29056/jsav.2019.06.05
Gunwoo Park, Sung-Moon Hong, Hyunha Kim, Doh, Kyung-Goo. Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network. 2019; 15(1), 43-53. Available from: doi:10.29056/jsav.2019.06.05
Gunwoo Park, Sung-Moon Hong, Hyunha Kim and Doh, Kyung-Goo. "Improvement of BigCloneBench Using Tree-Based Convolutional Neural Network" Journal of Software Assessment and Valuation 15, no.1 (2019) : 43-53.doi: 10.29056/jsav.2019.06.05
