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陳昆皇 助理教授

 

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

專長 人工智慧、巨量資料、金融科技、生物資訊、醫療資訊探勘

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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 / 研討會論文

    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) 
   
 
研討會論文
   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) 

 

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