陳昆皇助理教授

陳昆皇助理教授

學歷:國立清華大學 工業工程與工程管理學系 博士

專長:人工智慧、巨量資料、金融科技、生物資訊、醫療資訊探勘

信箱:khchen@ctbc.edu.tw

經歷

  • 亞洲大學大數據研究中心副研究員– 2017年08月 ~ 2019年02月
  • 台灣科技大學工業管理系博士後研究員– 2017年01月 ~ 2017年07月
  • 國立清華大學招生策略中心博士後研究員– 2015年10月 ~ 2016年12月
  • 台灣科技大學工業管理系博士後研究員– 2012年12月 ~ 2015年09月
  • 台北醫學大學牙體技術學系博士後研究員– 2011年08月 ~ 2012年11月

期刊論文

SCI期刊論文

  1. Dima, S., Wang, K. J., Chen, K. H., Huang, Y. K., Chang, W. J., Lee, S. Y., & Teng, N. C. Decision tree approach to the impact of parents’ oral health on dental caries experience in children:A cross-sectional study. International Journal of Environmental Research and Public Health, 15(4), 692. IF:2.101, 70/176, Times Cited: 0. (SCI) (2018)
  2. Wang, K. J., Chen, J. L., Chen, K. H., & Wang, K. M.Survivability prognosis for lung cancer patients at different severity. Artificial Intelligence in Medicine, IF:2.009, 55/133, accepted. (SCI) (2018)
  3. K.H. Chen*, Han-Chao Lee, Grace Lin, Ko-Yang Wang, “A Novel Approach of Risk Management for Supply Chain Finance using A.I./Machine Learning and Blockchain,” Informs 2018, Taipei, Taiwan.(2018)
  4. Grace Lin, K-Y Wang, K-H Chen*, Y-H Chan and D-J Lin “Adopting Machine Learning Methods for Delisting Risk Predicting in Taiwan Stock Market,” Informs 2018, Taipei, Taiwan. (2018)
  5. Chen, K. H., Wang, K. J., Adrian, A. M., Wang, K. M., & Teng, N. C.Diagnosis of brain metastases from lung cancer using a modified electromagnetism like mechanism algorithm. Journal of medical systems, 40(1), 35. IF:1.783, 13/24, Times Cited: 4. (SCI) (2016)
  6. Wang, K. J., Chen, K. H., Huang, S. H., & Teng, N. C. A prognosis tool based on fuzzy anthropometric and questionnaire data for obstructive sleep apnea severity. Journal of medical systems, 40(4), 110. IF:1.783, 13/24, Times Cited: 2. (SCI) (2016)
  7. Huang, S. H., Teng, N. C., Wang, K. J., Chen, K. H., Lee, H. C., & Wang, P. C.Use of oximetry as a screening tool for obstructive sleep apnea: a case study in Taiwan. Journal of medical systems, 39(3), 29. IF:1.783, 13/24, Times Cited: 5. (SCI) (2015)
  8. Wang, K. J., Adrian, A. M., Chen, K. H., & Wang, K. M.An improved electromagnetismlike mechanism algorithm and its application to the prediction of diabetes mellitus. Journal of biomedical informatics, 54, 220-229. IF: 2.482, 17/102, Times Cited: 15. (SCI) (2015)
  9. Wang, K. J., Adrian, A. M., Chen, K. H., & Wang, K. M. A hybrid classifier combining Borderline-SMOTE with AIRS algorithm for estimating brain metastasis from lung cancer: A case study in Taiwan. Computer methods and programs in biomedicine, 119(2), 63-76. IF: 1.093,32/102, Times Cited: 8. (SCI) (2015)
  10. Wang, K. J., Makond, B., Chen, K. H., & Wang, K. M. A hybrid classifier combining SMOTE with PSO to estimate 5-year survivability of breast cancer patients. Applied Soft Computing, 20, 15-24. IF: 2.14, 16/99, Times Cited: 26.(SCI) (2014)
  11. Chen, K. H., Chen, L. F., & Su, C. T. A new particle swarm feature selection method for classification. Journal of Intelligent Information Systems, 42 (3), 507-530. IF: 0.83, 75/132, Times Cited: 5. (SCI) (2014)
  12. Chen, K. H., Wang, K. J., Tsai, M. L., Wang, K. M., Adrian, A. M., Cheng, W. C., … & Chang,K. S. Gene selection for cancer identification: a decision tree model empowered by particle swarm optimization algorithm. BMC bioinformatics, 15(1), 49.IF: 3.02, 6/47, Times Cited: 60.(SCI) (2014)
  13. Wang, K. J., Chen, K. H., & Angelia, M. A. An improved artificial immune recognition system with the opposite sign test for feature selection. Knowledge-Based Systems, 71, 126-145.IF: 4.104, 6/114, Times Cited: 18. (SCI) (2014)
  14. Chen, K. H., Wang, K. J., Wang, K. M., & Angelia, M. A. Applying particle swarm optimization-based decision tree classifier for cancer classification on gene expression data. Applied Soft Computing, 24, 773-780. IF: 2.14, 16/99,Times Cited: 31. (SCI)(2014)
  15. Wang, K. J., Makond, B., Chen, K. H., & Wang, K. M. A hybrid classifier combining SMOTE with PSO to estimate 5-year survivability of breast cancer patients. Applied Soft Computing, 20, 15-24. IF: 2.14, 16/99, Times Cited: 26.(SCI) (2014)
  16. Chen, K. H., Chen, L. F., & Su, C. T. A new particle swarm feature selection method for classification. Journal of Intelligent Information Systems, 42 (3), 507-530. IF: 0.83, 75/132, Times Cited: 5. (SCI) (2014)
  17. Chen, K. H., Wang, K. J., Tsai, M. L., Wang, K. M., Adrian, A. M., Cheng, W. C., … & Chang,K. S. Gene selection for cancer identification: a decision tree model empowered by particle swarm optimization algorithm. BMC bioinformatics, 15(1), 49.IF: 3.02, 6/47, Times Cited: 60.(SCI) (2014)
  18. Wang, K. J., Chen, K. H., & Angelia, M. A. An improved artificial immune recognition system with the opposite sign test for feature selection. Knowledge-Based Systems, 71, 126-145.IF: 4.104, 6/114, Times Cited: 18. (SCI) (2014)
  19. Chen, K. H., Wang, K. J., Wang, K. M., & Angelia, M. A. Applying particle swarm optimization-based decision tree classifier for cancer classification on gene expression data. Applied Soft Computing, 24, 773-780. IF: 2.14, 16/99,Times Cited: 31. (SCI)(2014)
  20. Chen, L. F., Su, C. T., Chen, K. H., & Wang, P. C.Particle swarm optimization for feature selection with application in obstructive sleep apnea diagnosis.Neural Computing and Applications, 21(8), 2087-2096. IF: 1.168, 60/114, Times Cited: 43. (SCI) (2012)
  21. Chen, L. F., Su, C. T., & Chen, K. H.An improved particle swarm optimization for feature selection. Intelligent Data Analysis, 16(2), 167-182. IF:0.472, 36/60, Times Cited: 17. (SCI) (2012).
  22. Su, C. T., Chen, K. H., Chen, L. F., Wang, P. C., & Hsiao, Y. H. Prediagnosis of obstructive sleep apnea via multiclass MTS. Computational and mathematical methods in medicine, 2012. IF: 0.791, 40/47, Times Cited: 14. (SCI) (2012)
  23. Chen, L. F., Su, C. T., Chen, K. H., & Wang, P. C.Particle swarm optimization for feature selection with application in obstructive sleep apnea diagnosis.Neural Computing and Applications, 21(8), 2087-2096. IF: 1.168, 60/114, Times Cited: 43. (SCI) (2012)
  24. Chen, L. F., Su, C. T., & Chen, K. H.An improved particle swarm optimization for feature selection. Intelligent Data Analysis, 16(2), 167-182. IF:0.472, 36/60, Times Cited: 17. (SCI) (2012).
  25. Su, C. T., Chen, K. H., Chen, L. F., Wang, P. C., & Hsiao, Y. H. Prediagnosis of obstructive sleep apnea via multiclass MTS. Computational and mathematical methods in medicine, 2012. IF: 0.791, 40/47, Times Cited: 14. (SCI) (2012)
  26. Wang, P. C., Su, C. T., Chen, K. H., & Chen, N. H.The application of rough set and Mahalanobis distance to enhance the quality of OSA diagnosis.Expert systems with applications, 38(6), 7828-7836. IF: 2.203, 5/77, Times Cited:12. (SCI) (2011)
  27. Wang, K. J., & Chen, K. H. An integrated facility design model for the generator manufacturing industry. Production Planning and Control, 19(5), 475-485. IF:0.597, 43/77,Times Cited: 3. (SCI) (2008)

研討會論文

  • 陳昆皇,應用人工智慧預測企業財務危機(2019)
  • Grace Lin, Y-H Chan*, Y-L Tsai and K-H Chen “Talents and Skills Demands Mining with Temporal Dynamics in Taiwanese Job Market,” Informs 2018, Taipei, Taiwan. (2018)
  • K.-J. Wang, C.-L. Chen and K.-H. Chen* “Application of Bayesian Network in Risk of Lung Cancer,” The 18th Decision Analysis Symposium (DAS2015), Hsinchu, Taiwan.(2015)
  • K.-J. Wang, T.-W. Shu and K.-H. Chen* “Application of Multi-State Semi-Markov Model for Analyzing Cancer Metastasis from National Health Insurance Research Database in Taiwan,” The 17th Decision Analysis Symposium (DAS2014), Hsinchu, Taiwan.(2014)
  • M.-C. Tsai, K.-H. Chen*, C.-T. Su and H.-C. Lin “An Application of PSO Algorithm and Decision Tree for Medical Problem,” 2nd International Conference on Intelligent Computational Systems, Bali, Indonesia.(2012)
  • T.-S. Yang, N.-C. Teng, K.-J. Wang and K.-H. Chen* “Applying Decision Tree to Improve the Quality of OSA Diagnosis,” Research Week-International Symposium 2012 of COM on Dental Technology, Taipei, Taiwan.(2012)
  • F.-F. Wang, K.-H. Chen* and L.-F. Chen “Enhancing Particle Swarm Optimization for Feature Combination Optimization,” International Conference on Computer Science and Engineering (ICGST 2011), Istanbul, Turkey.(2011)
  • K.-H. Chen*, L.-F. Chen and C.-T. Su “Binary PSO for Feature Selection,” 2010 2nd International Conference on Information and Multimedia Technology (ICIMT 2010), Hong Kong,Chain.(2010)
  • K.-H. Chen*, P.-C. Wang and C.-T. Su “Applying Rough Set and Mahalanobis Distance to Improve the Quality of OSA Diagnosis,” ANQ Congress 2009, Tokyo, Japan.(2009)
  • K.-H. Chen*, P.-C. Wang and C.-T. Su “Applying Neural Network to Improve the Quality of OSA Diagnosis,” ANQ Congress 2008, Bangkok, Thailand.(2008)
  • 陳昆皇*、蘇朝墩、王拔群,「應用粗略集合與馬式距離改善睡眠中止症的檢驗品質」,中國工業工程學會九十七年年會論文集。(2008)
  • 陳昆皇*、丁慶榮,「供應商管理庫存下自動販賣機週期性補貨問題之研究」,第三屆台灣作業研究學會學術研討會。(2006)
  • C.-J. Ting and K.-H. Chen* “Applying Genetic Algorithm to Solve Period Traveling Salesman Problem,” ICCIE 2006, Taipei, Taiwan.(2006)
  • 陳昆皇*、丁慶榮,「週期性車輛途程問題之研究-以自動販賣機配送為例」,第二屆台灣作業研究學會年會暨2005年作業研究理論與實務學術研討會。(2005)
  • 王孔政、陳昆皇*、丁慶榮,「發電機產業遷廠中國大陸之設施佈置設計最適化與效能評估-以台灣某發電廠為研究對象」,會議論文,2004年作業研究理論與實務學術研討會。(2004)

研究計畫

  1. 鋰離子電池在電動車輛之效能評估與提升(鴻佰公司)(2015)
  2. 近十年台灣地區老人重大疾病之關連性分析與資料探勘預測模型(馬偕紀念醫院暨國立臺灣科技大學學術合作專題研究計畫)(2015)
  3. 慢性病、口腔癌與食道癌之關聯與癌症轉移研究(臺北醫學大學暨國立臺灣科技大學學術合作專題研究計畫)(2015)
  4. 使用者服務體驗商業議題研究案(資策會)(2014)
  5. 使用者服務體驗與流程改造計畫(華泰電線電纜有限公司)(2014)
  6. 運用資料探勘建構疾病預測模型之研究-以睡眠呼吸中止症為例(臺北醫學大學暨國立臺灣科技大學學術合作專題研究計畫)(2013)
  7. 口腔與食道癌關聯性模式建立與其醫療應用(臺北醫學大學暨國立臺灣科技大學學術合作專題研究計畫)(2012)
  8. 良率改善和新式機台評估導入研究案(日月光半導體)(2005)
  9. 發電機產業遷廠大陸之設施佈置設計最適化與效能評估 (東元電機)(2003)