C5.0 Decistion Tree 알고리즘과 정확도와 신뢰도가 향상된 Customized Association Rule 알고리즘을 융합한 것을 활용하여, 질환을 예측하고 의사 결정에 도움을 주는 시스템을 개발하였습니다.
- C#
- Data Analysis
- Data mining
- Machine Learning, Deep Learning
- Document Writing
* 국제 논문지
(1) Jung-Kyu Choi, Yonggwan Won, Jung-Ja Kim, “Analysis of Pediatric Foot Disorders Using Decision Tree and Neural Networks,” International Journal of Biology and Biomedical Engineering, vol. 11, pp. 1-6, 2017. (Scopus)
(2) Jung-Kyu Choi, Keun-Hwan Jeon, Yonggwan Won, Jung-Ja Kim, “Application of Big Data Analysis with Decision Tree for the Foot Disorder,” Cluster Computing-The Journal of Networks Software Tools and Applications, vol. 18, no. 4, pp. 1399-1404, 2015. (SCIE)
(3) Jung-Kyu Choi, Eun-Jong Cha, Kyung-Ah, Kim, Yonggwan Won, Jung-Ja Kim, “Effects of Custom-made Insoles on Idiopathic Pes Cavus Foot during Walking,” Bio-Medical Materials and Engineering, vol. 26, pp. S705-S715, 2015. (SCIE)
(4) Jung-Kyu Choi, Yonggwan Won, and Jung-Ja Kim, “Classification Prediction of the Foot Disease Pattern using Decision Tree Model,” Lecture Notes in Electrical Engineering, vol. 339, no. 1, pp. 785-791, 2015. (SCOPUS)
(5) Jung-Kyu Choi, Ji-Yong Jung, Yonggwan Won, and Jung-Ja Kim, “Biomechanical Analysis on Custom-made Insoles in Gait of Idiopathic Pes Cavus,” Journal of Foot and Ankle Research, vol. 7(Suppl 1), A131, 2014. (SCIE)
(6) Jung-Kyu Choi, Keun-Hwan Jeon, Yonggwan Won, Jung-Ja Kim, “Pattern Classification of Foot Diseases using Decision Tree,” WSEAS Transactions on Biology and Biomedicine, vol. 11, no. 1, pp. 157-164, 2014. (SCOPUS)
(7) Ji-Yong Jung, Jung-Kyu Choi, Yonggwan Won, and Jung-Ja Kim, “Data Mining for Association Analysis of Pes Planus and Pes Cavus,” International Journal of Biology and Biomedical Engineering, vol. 7, no. 1, pp. 143-150, 2013. (SCOPUS)
(8) Jung-Kyu Choi, Ji-Yong Jung, Hwa-In Kim, Yonggwan Won, Jung-Ja Kim, “Biomechanical Analysis of the Custom Insoles on Gait of Pes Cavus Patients,” International Journal of Biology and Biomedical Engineering, vol. 7, no. 1, pp. 75-82, 2013. (SCOPUS)
* 국제 학술 대회
(1) Jung-Kyu Choi, Yonggwan Won, Jung-Ja Kim, “Analysis of Pediatric Foot Disorders using Decision Tree and Neural Networks,” The 2016 International Conference on Biology and Biomedical Engineering, pp. 1-6, 2016.
(2) Jung-Kyu Choi, Dong-Won Kim, Yonggwan Won, Jung-Ja Kim, “Pattern Classification of Pes planus for Prescription of Custom-made Insoles using Two-step Clustering,” The 26th International Conference on Flexible Automation & Intelligent Manufacturing, pp. 36-37, 2016.
(3) Jung-Kyu Choi, Yonggwan Won, Jung-Ja Kim, “Association Rule Mining with Apriori Algorithm for Pediatric Foot Disorders,” 10th International Conference on Computer Engineering and Applications, pp. 35-39, 2016.
(4) Jung-Kyu Choi, Jae-Young Cho, Yonggwan Won, Jung-Ja Kim, “Significant Segmentation of the Foot Disorder Using Two-Step Clustering,” International Conference on Engineering and Information Technology, pp. 193-199, 2016.
(5) Jung-Kyu Choi, Hwa-In Kim, Yonggwan Won, Jung-Ja Kim, “Application of Decision Tree Analysis for Pediatric Foot Disorders,” 15th International Conference on Applications of Computer Engineering, pp. 143-149, 2015.
(6) Jung-Kyu Choi, Hwa-In Kim, Yonggwan Won, Jung-Ja Kim, “Pattern Analysis of Pediatric Foot Disorders using Decision Tree,” 15th International Conference on Applied Computer Science, pp. 9-14, 2015.
(7) Jung-Kyu Choi, Yonggwan Won, and Jung-Ja Kim, “Classification Prediction of the Foot Disease Pattern using Decision Tree Model,” The 6th International Conference on Information Science and Applications, pp. 785-791, 2015.
(8) Jung-Kyu Choi, Chan Il Yoo, Kyung-Ah Kim ,Yonggwan Won, Jung-Ja Kim, “Evaluation of Custom-made Insoles on Pes Cavus during Walking,” 2014 International Conference on IT Convergence and Security, pp. 137-140, 2014.
(9) Jung-Kyu Choi, Chan Il Yoo, Kyung-Ah Kim ,Yonggwan Won, Jung-Ja Kim, “Study on Datamining Technique for Foot Disease Prediction,” 2014 International Conference on IT Convergence and Security, pp. 141-144, 2014.
(10) Jung-Kyu Choi, Ji-Yong Jung, Yonggwan Won, Jung-Ja Kim, “Biomechanical Analysis on Custom-made Insoles in Gait of Idiopathic Pes Cavus,” 4th Congress of the International Foot and Ankle Biomechanics Community(i-FAB 2014), pp. 94-95, 2014.
(11) Jung-Kyu Choi, Keun-Hwan Jeon, Yonggwan Won, Jung-Ja Kim, “Analysis for the Pattern of the Lower Limbs Disease Using Decision Tree Model,” 2014 International Conference on Systems, Control, Signal Processing and Informatics, pp. 105-110, 2014.
(12) Jung-Kyu Choi, Ji-Yong Jung, Hwa-In Kim, Yonggwan Won, Jung-Ja Kim, “Biomechanical Analysis of Foot Orthoses on Plantar Pressure in Pes Cavus Patients on Gait,” 13th International Conference on Robotics, Control and Manufacturing Technology, pp. 161-164, 2013.
* 국내 학술 대회
(1) 최정규, 원용관, 김정자, “데이터마이닝을 활용한 소아 족부 질환 연관성 분석,” 2014년도 한국정밀공학회 춘계학술대회, pp. 824-824, 2014.
더보기