陳昆皇 助理教授

CTBC-陳昆皇

陳昆皇 助理教授

國立清華大學 工業工程與工程管理學系 博士

研究專長:人工智慧、巨量資料、金融科技、生物資訊、醫療資訊探勘

電子信箱: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. 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)
  2. 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)
  3. 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)
  4. 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).
  5. 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)
  6. 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)
  7. 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)
  8. 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)
  9. 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)
  10. 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)
  11. 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)
  12. 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)
  13. 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)
  14. 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)
  15. 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)
  16. 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)
  17. 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)

 

  1. 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)
  2. 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)
  3. C.-J. Ting and K.-H. Chen* “Applying Genetic Algorithm to Solve Period Traveling Salesman Problem,” ICCIE 2006, Taipei, Taiwan.(2006)
  4. 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)
  5. 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)
  6. 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)
  7. 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)
  8. 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)
  9. 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)
  10. 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)
  11. 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)
  12. 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)
  13. 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)
  14. 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)
  15. 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)
  16. 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)

研究計畫

  1. 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)
  2. 良率改善和新式機台評估導入研究案(日月光半導體)(2005)
  3.  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)
  4. 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)
  5. 使用者服務體驗商業議題研究案(資策會)(2014)
  6. 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)
  7. 鋰離子電池在電動車輛之效能評估與提升(鴻佰公司)(2015)
  8. 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)
  9. 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)