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Journal of the Korean Society of Civil Engineers

Journal of the Korean Society of Civil Engineers

ISO Journal TitleKSCE J. Civ. Environ. Eng. Res.
  • Open Access, Bi-monthly

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  3. 2022-12 (v.42 n.6)
  4. 10.12652/Ksce.2022.42.6.0843
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References

1 
Belgiu M., Drăguţ L. (2016). "Random forest in remote sensing: A review of applications and future directions.", ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 114, pp. 24-31DOI
2 
Breiman L. (2001). "Random forest.", Machine Learning, Vol. 45, No. 1, pp. 5-32DOI
3 
Chan J. C. W., Paelinckx D. (2008). "Evaluation of random forest and adaboost treeꠓbased ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery.", Remote Sensing of Environment, Vol. 112, No. 6, pp. 2999-3011DOI
4 
Chen T., Guestrin C. (2016). "Xgboost: A scalable tree boosting system.", In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, California, USA, pp. 785-794DOI
5 
Cho Y. R., Kim Y. C., Shin Y. S. (2017). "Prediction model of construction safety accidents using decision tree technique.", Journal of the Korea Institute of Building Construction, Vol. 17, No. 3, pp. 295-303DOI
6 
Choi S. J., Kim J. H., Jung K. H. (2021). "Development of prediction models for fatal accidents using proactive information in construction sites.", Journal of the Korean Society of Safety, Vol. 36, No. 3, pp. 31-39DOI
7 
Feurer M., Hutter F. (2019). "Hyperparameter optimization.", Automated machine learning, Springer, Cham, pp. 3-33DOI
8 
Ke G., Meng Q., Finley T., Wang T., Chen W., Ma W., Ye Q., Liu T. (2017). "LightGBM: A highly efficient gradient boosting decision tree.", In Advances in Neural Information Processing Systems, pp. 3149-3157URL
9 
Korea Authority of Land & Infrastructure Safety (KALIS) (2021a). "Submission of documents for participation in public big data analysis contest by MOIS in 2021", pp. 8Google Search
10 
Korea Authority of Land & Infrastructure Safety (KALIS) (2021b). "Submission of documents for participation in public big data analysis contest by MOIS in 2021", pp. 6Google Search
11 
Korean Law Information Center (2022). "Act on punishment of serious accidents, etc., Article 6", Available at: https://www.law.go.kr (September 23, 2022)3URL
12 
Lim J. R., Park C. Y., Yun S. M. (2021). "A study on safety management measures for small and medium-sized construction sites-Focused on reinforced concrete construction.", Journal of the Architectural Institute of Korea, Vol. 23, No. 6, pp. 197-204Google Search
13 
Ministry of Employment and Labor (MOEL) (2021). "2020 Industrial accident and death statistics announced", pp. 13Google Search
14 
Narkhede, S (2018). "Understanding auc-roc curve.", Towards Data Science, Vol. 26, No. 1, pp. 220-227Google Search
15 
Tixier A. J. P., Hallowell M. R., Rajagopalan B., Bowman D. (2016). "Application of machine learning to construction injury prediction.", Article of Automation in Construction, Vol. 69, pp. 102-114DOI
16 
Yoon Y. G., Lee J. Y., Oh T. G. (2020). "Development of accident prediction model with construction accident report data.", Korea Institute for Structural Maintenance and Inspection, Vol. 24, No. 2, pp. 6Google Search