@article{ART002942365},
author={Tai-Sung Hur and Suyoung Bang},
title={A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={3},
pages={17-24},
doi={10.9708/jksci.2023.28.03.017}
TY - JOUR
AU - Tai-Sung Hur
AU - Suyoung Bang
TI - A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 3
PB - The Korean Society Of Computer And Information
SP - 17
EP - 24
SN - 1598-849X
AB - Based on the problem of 'Tatanic – Machine Learning from Disaster', a representative competition of Kaggle that presents challenges related to data science and solves them, we want to see how data preprocessing and model construction affect prediction accuracy and score. We compare and analyze the features by selecting seven top-ranked solutions with high scores, except when using redundant models or ensemble techniques. It was confirmed that most of the pretreatment has unique and differentiated characteristics, and although the pretreatment process was almost the same, there were differences in scores depending on the type of model. The comparative analysis study in this paper is expected to help participants in the kaggle competition and data science beginners by understanding the characteristics and analysis flow of the preprocessing methods of the top score participants.
KW - Data Science;Machine Learning;Deep Learning;Algorithm;Kaggle
DO - 10.9708/jksci.2023.28.03.017
ER -
Tai-Sung Hur and Suyoung Bang. (2023). A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition. Journal of The Korea Society of Computer and Information, 28(3), 17-24.
Tai-Sung Hur and Suyoung Bang. 2023, "A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition", Journal of The Korea Society of Computer and Information, vol.28, no.3 pp.17-24. Available from: doi:10.9708/jksci.2023.28.03.017
Tai-Sung Hur, Suyoung Bang "A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition" Journal of The Korea Society of Computer and Information 28.3 pp.17-24 (2023) : 17.
Tai-Sung Hur, Suyoung Bang. A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition. 2023; 28(3), 17-24. Available from: doi:10.9708/jksci.2023.28.03.017
Tai-Sung Hur and Suyoung Bang. "A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition" Journal of The Korea Society of Computer and Information 28, no.3 (2023) : 17-24.doi: 10.9708/jksci.2023.28.03.017
Tai-Sung Hur; Suyoung Bang. A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition. Journal of The Korea Society of Computer and Information, 28(3), 17-24. doi: 10.9708/jksci.2023.28.03.017
Tai-Sung Hur; Suyoung Bang. A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition. Journal of The Korea Society of Computer and Information. 2023; 28(3) 17-24. doi: 10.9708/jksci.2023.28.03.017
Tai-Sung Hur, Suyoung Bang. A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition. 2023; 28(3), 17-24. Available from: doi:10.9708/jksci.2023.28.03.017
Tai-Sung Hur and Suyoung Bang. "A Comparative Analysis of the Pre-Processing in the Kaggle Titanic Competition" Journal of The Korea Society of Computer and Information 28, no.3 (2023) : 17-24.doi: 10.9708/jksci.2023.28.03.017
