目前位置:主選單>師資陣容>教授>鄭滄祥

鄭滄祥

教授兼EMBA執行長
鄭滄祥 教授
研究室:S 3 306
電話:(06)253-31314500
E-mail
 cts@mail.stust.edu.tw
傳真:(06)242-2420

 

 

 

學歷

  • 交通大學資訊科學系(1985/9~1989/6)
  • 交通大學資訊管理所(1989/9~1991/6)
  • 中山大學資訊管理所博士(1998/9~2003/7)

 

經歷

  • 南台企管系副教授(2004/08~ )
  • 南台企管系助理教授(2003/08~2004/07)
  • 南台技術學院企業管理系講師(1995/08~2003/07)
  • 南台工商專校電子資料處理科講師 (1991/08 ─ 1995/07)

1.     中華民國自動化協會認證之物流技術管理師 (875)

2.     開發完成八十五、六學年度南區五專聯招現場即時分發 系統、及承辦該兩學年度之南區五專聯招現場即時分發作業。

3.     獲頒教育部84學年度全國教學媒體競賽的優等獎。


 

專長

資料探勘、醫療資訊、文字探勘、資訊管理


 

期刊論文

 

1.     T. H. Cheng and Paul J. Hu, “A Data-Driven Approach to Manage the Length of Stay for Appendectomy Patients,” IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans , Vol. 39, No. 6,Nov. 2009, pp.1339-1347. (SCI)

2.     C. Wei, H. C. Chen, and T. H. Cheng, “Effective Spam Filtering: A Single-Class Learning and Ensemble Approach,” Decision Support Systems, Vol. 45, No. 3, June 2008, pp.491-503 (NSC 95-2416-H-218-019). (SCI)

3.     T. H. Cheng and C. Wei, “A Clustering-based Approach for Integrating Document-Category Hierarchies,” IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans, Vol. 38, No. 2, March 2008, pp. 410-424. (SCI)

4.     Paul J. Hu, T. H. Cheng, C. Wei, C. H. Yu, A. Chan, and H. Y. Wang, “Managing Clinical Use of High-Alert Drugs: A Supervised Learning Approach to Pharmacokinetic Data Analysis,” IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans, Vol. 37, No. 4, July 2007, pp. 481 - 492. (SCI)

5.     Paul J. Hu, C. Wei, T. H. Cheng, and J. X. Chen, “Predicting Adequacy of Vancomycin Regimens: A Learning-Based Classification Approach to Improving Clinical Decision-Making,” Decision Support Systems, Vol. 43, No. 4, August 2007, pp.1226-1241. (SCI)

6.     C. Wei, T. H. Cheng, and Y. C. Pai, “Semantic Enrichment in Knowledge Repositories: Annotating Semantic Relationships between Discussion Documents,” Journal of Database Management, Vol. 17, No. 1, Jan-Mar 2006,pp.1-15. (SCI) (MOE 91-H-FA08-1-4, NSC 93-2416-H-218-009)

7.     C. Wei, C. S. Yang, H. W. Hsiao, and T. H. Cheng, “Combining Preference and Content-based Approaches for Improving Document Clustering Effectiveness,” Information Processing and Management, Vol. 42, No. 2, March 2006, pp.350-372. (SCI, SSCI)

8.     Paul J. Hu, C. Wei, T. H. Cheng, and J. X. Chen, “Predicting Adequacy of Vancomycin Regimens: A Learning- Based Classification Approach to Improving Clinical Decision-Making,” Decision Support Systems, (forthcoming). (SCI)

9.     Paul J. Hu, T. H. Cheng, C. Wei, C. H. Yu, A. Chan, and H. Y. Wang, “Managing Clinical Use of High-Alert Drugs: A Supervised Learning Approach to Pharmacokinetic Data Analysis,” IEEE Transactions on Systems, Man, and Cybernetics Part A: Systems and Humans (forthcoming). (SCI)

10.   鄭滄祥、陳建勳、陳麗芳、王慧瑜,「資料探勘在藥物安全上的應用:抗生素初次用量的反應預測」,台灣醫學資訊,第13卷第2期,頁25-342004年。

11.   鄭滄祥、魏志平,「資料庫綱要整合中屬性語意關係預測之研究」,資訊管理展望,第5卷第2期,頁51-702003年。(NSC 87-2416-H-110-026-N6, NSC 88-2416-H-110-001-N6)

12.   鄭滄祥,「五專聯招即時分發系統架構與作業流程之研究」,南台學報,第24期,頁3-151998年。

13.   鄭滄祥,「數位化文件與ODA文件架構之研究」,南台學報,第20期,頁125-1291994年。

14.   朱博湧、鄭滄祥,「一個應用機率推理之雛形稽核系統」,交大管理學報,第11卷第1期,頁21-491991年。


 

研討會論文

1.     Y. H. Lee, T. H. Cheng, C. Lan, C. Wei, and P. J. Hu, “Overcoming Small-size Training Set Problem in Content-based Recommendation: A Collaboration-based Training Set Expansion Approach,” Proceedings of the 11th International Conference on Electronic Commerce (ICEC 2009), Taipei, Taiwan, August 2009.

2.     1.    Y. H. Lee, T. H. Cheng, C. Lan, C. Wei, and P. J. Hu, “Overcoming Small-size Training Set Problem in Content-based Recommendation: A Collaboration-based Training Set Expansion Approach,” Proceedings of the 11th International Conference on Electronic Commerce (ICEC 2009), Taipei, Taiwan, August 2009 (NSC 97-2410-H-218-017-MY2).

3.     C. Wei, Chao-Chi Chen, T. H. Cheng and Christopher C. Yang, “A Feature-Reinforcement–Based Approach for Supporting Poly-Lingual Category Integration,” Proceedings of the Seventh Workshop on e-Business (WEB 2008), Paris, France, December 2008.

4.     T. H. Cheng and P. J. Hu, “Content-based Recommendations Using Positive-Only Examples: A Single-Class Learning Approach,” Proceedings of the Sixth Workshop on e-Business (WEB 2007), Montreal, Quebec, Canada, December 2007.

5.     C. Wei, G. H. Tzeng, and T. H. Cheng, “Cross-Lingual Category Integration,” Proceedings of the Fifth Workshop on e-Business (WEB 2006), Milwaukee, Wisconsin, U.S.A., December 2006.

6.     T. H. Cheng and C. Wei, “Single-Class Learning for Spam Filtering: An Ensemble Approach,” Proceedings of the 10th Pacific Asia Conference on Information Systems (PACIS), Kuala Lumpur, Malaysia, July 2006

7.     T. H. Cheng and Paul J. Hu, “Managing Length of Hospital Stay for Appendectomy: A Data Mining Approach,” Proceedings of INFORMs International Conference, Hong Kong, June 2006.

8.     T. H. Cheng, C. Wei, and V. S. Tseng, “Feature Selection for Medical Data Mining: Comparisons of Expert Judgment and Automatic Approaches,” Proceedings of 19th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2006), Salt Lake City, Utah, U.S.A., June 2006, pp.165-170.

9.     Paul J. Hu, T. H. Cheng, and C. Wei, “Pharmacokinetic Data Mining for Managing Clinical Use of Vancomycin,” Proceedings of the Ninth Pacific Asia Conference on Information Systems (PACIS), Bangkok, Thailand, July 2005.

10.   C. Wei, H. C. Chen, and T. H. Cheng, “An Ensemble Approach for Text Categorization with Positive and Unlabeled Examples,” Proceedings of the Fourth Workshop on e-Business (WEB 2005), Las Vegas, Nevada, U.S.A., December 2005.

11.   C. Wei, T. H. Cheng, and Y. C. Pai, “Annotating Semantic Relationships between Knowledge Documents in Knowledge Sharing Environments,” Proceedings of the Third Workshop on e-Business (WEB 2004), Washington D. C., U.S.A., December 2004.

12.   J. X. Chen, T. H. Cheng, L. F. Chan, H. Y. Wang, “An Application of Classification Analysis for Skewed Class Distribution in Therapeutic Drug Monitoring – The Case of Vancomycin,” Proceedings of International Database Engineering & Applications Symposium on Medical Information Systems Theme: The Digital Hospital (IDEAS04DH), September 2004, Beijing CHINA.

13.   C. Wei, Y. T. H. Cheng, and C. Pai, “Annotating Semantic Relationships between Knowledge Documents in Knowledge Sharing Environments,” Proceedings of the Third Workshop on e-Business (WEB 2004), Washington D. C., U.S.A., December 2004. (MOE 91-H-FA08-1-4, NSC 93-2416-H-218-009).

14.   鄭滄祥、黃佩珍、黃德佳、曾婉婷,「運用關聯分析建構高額醫療檢查的使用準則以腹部電腦斷層運用於闌尾炎為例」,第十五屆資訊管理暨實務研討會,高雄,200912月。

15.    鄭滄祥、鐘惠如、王昭庸,「加護病房患者呼吸器脫離預測」,台灣實證醫學學會2009 學術年會,台北,20098月。

16.   鄭滄祥、蘇翔、張基生、吳靖儀,「院內感染控制之知識萃取-以中央靜脈導管為例」,2009醫療資訊管理暨實務研討會,台南,20095月。

17.   鄭滄祥、葛光中、趙海倫,「高齡新陳代謝症候群之研究-以台南某地區醫院為例」,2009醫療資訊管理暨實務研討會,台南,20095月。

18.   曾婉婷、鄭滄祥、李浩銑、黃德佳,「電腦斷層於急性闌尾炎適應症之分析」,MIST 2008國際醫學資訊研討會,台北,200811月。

19.   黃德佳、鄭滄祥、黃慧珠、曾婉婷,「陰性闌尾炎的偵測決策樹與Alvarado計分系統之效能比較」,慈濟大學2007國際醫學資訊研討會特刊(電子化優質健康照護),頁411-4272007年。

20.   黃德佳、鄭滄祥、黃慧珠、曾婉婷,「陰性闌尾炎的偵測決策樹與Alvarado計分系統之效能比較」,MIST2007國際醫學資訊研討會,花蓮,200711月。

21.   黃德佳、鄭滄祥,「運用資料探勘於急性闌尾炎之診斷輔助」,2007健康產業管理國際學術研討會,台中,20077月。

22.   王渝嫻、鄭滄祥,「利用資料屬性挑選進行醫療診斷知識萃取之架構」,2007健康產業管理國際學術研討會,台中,20077月。

23.   鄭滄祥、蘇翔、張純蓮、廖秋惠,「應用決策樹發掘中央靜脈導管感染控制的知識萃取方向」,第二屆2007國際健康資訊管理研討會,台北,20073月。

24.   鄭滄祥、廖秋惠、張簡曉馨,「應用資料探勘於信用卡潛在顧客特徵之尋找」,第三屆服務業管理與創新學術研討會,台南,200611月。

25.   鄭滄祥、魏志平、左涵瀧,「屬性挑選對疾病預測效能的影響:專家意見與自動化屬性挑選機制之比較」,第十屆人工智慧與應用研討會,高雄,200512月。

26.   鄭滄祥、蕭春婷,「應用資料探勘於信用卡顧客群集特徵之萃取」,2005 數位教學暨資訊實務研討會,台南,200511月。

27.   鄭滄祥、左涵瀧,「應用約略集合於心血管疾病之辨識」,2005國際醫學資訊研討會,台北,200511月。

28.   鄭滄祥,「資料探勘在心血管死因分析上的應用:STULONG資料庫為例」,第十六屆國際資訊管理學術研討會,台北,20055月。

29.   鄭滄祥、陳建勳、黃素珍,「資料探勘在住院日管理上的應用:以闌尾切除術為例」,e-Health Care & Case Management 2004國際學術研討會,高雄,200410月。

30.   鄭滄祥、陳建勳、陳麗芳、王慧瑜,「資料探勘在醫師門診用藥行為與潛藏藥物交互作用分析之應用以南部某醫學中心為例」,台灣商管與資訊研討會,台北,20049月。

31.   鄭滄祥、柯青松、翁明祺,「速食麵之戰國時代-由台灣速食麵產業現況來探討頂新國際集團之競爭策略」,第七屆企業經營管理個案研討會,台南,20044月。

2003年以前

1.     T. H. Cheng and C. Wei, “Integration of Document-category Hierarchies: A Clustering-based Approach,” Proceedings of the Second Workshop on e-Business (WEB 2003), Seattle, U.S.A., December 2003.

2.     C. Wei and T. H. Cheng, “A Clustering-based Approach for Supporting Document-category Integration,” Proceedings of 7th Pacific Asia Conference on Information Systems (PACIS), Australia, 2003. (NSC 90-2416-H-110-022, MOE 91-H-FA08-1-4)

3.     C. Wei, C. S. Yang, H. W. Hsiao, and T. H. Cheng, “Combining Preference and Content-based Approaches for Document Clustering in E-Commerce Environments,” Proceedings of the First Workshop on e-Business (WEB 2002), Barcelona, Spain, December 2002, pp.115-126. (NSC 90-2416-H-110-022)

4.     P. Hu, C. Wei, and T. H. Cheng, “Investigating Telemedicine Developments in Taiwan: Implications for Telemedicine Program Management,” Proceedings of 34th Hawaii International Conference on System Sciences, January 2002.

5.     鄭滄祥、魏志平、蕭漢威、齊玉美,「非對稱性分類分析之實證評估」,第十四屆國際資訊管理學術研討會,嘉義,2003年。

6.     鄭滄祥、齊玉美,「以資料探勘提升行銷效能之個案探討」,第六屆企業經營管理個案研討會,台南,2003年。

7.     魏志平、鄭滄祥,「支援綱要整合之屬性語意關係辨識研究」,第十三屆國際資訊管理學術研討會,台北,20025月。(NSC 87-2416-H-110-026-N6, NSC 88-2416-H-110-001-N6)

8.     呂執中、丁志宏、鄭滄祥,「主從架構系統之績效評估」,第五屆三軍官校基礎學術研討會,高雄,1998年。

9.     鄭滄祥,「南區五專聯招現場即時分發系統」,第十三屆全國技職研討會,1998年。


 

專書

1.     鄭滄祥編審,「資料探勘」,麥格羅希爾出版,台灣台北,20081月。

2.     C. Wei, P. Hu, T. H. Cheng, and J. Tan, “E-Medicine Development in Taiwan Case,” Chapter 8 in E-Health Care Information System, Jossey Bass, San Francisco, CA, 2005, pp.260-266.