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首頁 > 系所同仁 > 專任師資 > 邱志洲
邱志洲

 

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邱志洲  專任教授

 

研究室:科研大樓1025

聯絡電話:(02)2771-2171 ext3418

電子信箱: chih3c@ntut.edu.tw

網站:顧客關係管理研究室

 

 

專長

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資料探勘 (Data Mining)、應用統計 (Applied Statistics)、電子商務 (Electronic Commerce)、資料庫行銷 (Database Marketing)、巨量資料分析 (Big Data Analysis)、客戶關係管理(Customer Relationship Mgmt)

 

學歷

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中原大學工業工程學士
美國U. of Missouri-Columbia工業工程碩士
美國Texas A&M University工業工程博士

 

行政經歷

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國立台北科技大學商業自動化與管理研究所所長兼經營管理系系主任

 

教學經歷

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國立台北科技大學商業自動化與管理研究所教授
輔仁大學企業管理學系教授

中原大學工業工程學系兼任副教授

 

工作經歷

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經濟部技術處示範性計劃審查委員
經濟部技術處協同設計計劃審查委員
經濟部工業局資訊服務業計畫審查委員
經濟部工業局協助傳統工業技術開發計畫審查委員
經濟部中小企業處e化計劃審查委員
經濟部商業司商業e化計劃審查委員
經濟部工業局科技事業暨產品或技術開發審查委員
經濟部工業局數位電視計畫審查委員

 

期刊論文

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1

Ling-Jing Kao, Chih-Chou Chiu, Chi-Jie Lu, Chih-Hsiang Chang, “A Hybrid Approach of Wavelet Transform, MARS, and SVR” Decision Support Systems, accepted and forthcoming. (SCI,SSCI)

2

Ling-Jing Kao , Chi-Jie Lu, C. C. Chiu, Jung-Li Yang “Integration of Nonlinear Independent Component Analysis and Support Vector Regression for Stock Price Forecasting,” Neurocomputing, accepted and forthcoming. (SCI)

3

Ling-Jing Kao, C. C. Chiu, and Fon-Yu Chiu, “A Bayesian Latent Variable Model with Classification and Regression Tree Approach for Behavior and Credit scoring,” Knowledge-Based Systems Vol. 36, pp. 245–252, 2012. (SCI)

4

Yuehjen E. Shao, Chi-Jie Lu and Chih-Chou Chiu. Fault detection system for an autocorrelated process using SPC/EPC/ANN and SPC/EPC/SVM schemes, International Journal of Innovative Computing, Information and Control, Vol. 7, No. 9, pp. 5417-5429, 2011. (SCI)

5

Ling-Jing Kao, Cheng-Chin Lu, C. C. Chiu, “Training Institution Efficiency for Semiconductor Institute Program in Taiwan -- Application of Spatiotemporal ICA with DEA Approach,” Journal of the Operational Research Society, Vol. 62, pp. 2162-2172, 2011. (SCI/ SSCI)

6

Ling-Jing Kao, Chi-Jie Lu, C. C. Chiu, “Efficiency Measurement Using Independent Component Analysis And Data Envelopment Analysis,” European Journal of Operational Research, Vol.210, No. 2, pp. 310-317, 2011. (SCI)

7

陳雪芳、李天行、邱志洲,“結合財務比率、智慧資本與公司治理指標於企業危機預警模式之建構”, 電子商務研究( Electronic Commerce Studies), Vol.8, No. 3, pp. 349-377, 2010

8

陳雪芳、李天行、邱志洲,“結合Cox比例危險模式與類神經網路於乳部腫瘤患者存活時間分類與預測模式之建構”, 數據分析(Journal of data analysis), Vol.5, No. 2, pp. 85-112, 2010

9

Chiu, C. C., S. Y. Hwang, D. F. Cook, Y. P. Luh, “Process Disturbance Identification Through The Integration of ICA and CART,” Neural Computing and Applications, Vol.19, No. 5, 2010, pp. 677-689. (SCI)

10

Huang, S. P. and C. C. Chiu, “Process Monitoring with ICA-based Image Reconstruction Scheme and CART Approach,” Quality and Reliability Engineering International, Vol. 25, No. 5 , 2009, pp. 631 – 643. (SCI) Impact Factor: 2009: 1.030

11

Chi-Jie Lu, Tian-Shyug Lee, C. C. Chiu, “Financial time series forecasting using independent component analysis and support vector regression,” Decision Support Systems. Vol. 47, 2009, pp. 115–125. (SSCI) Impact Factor: 2009: 2.622

12

Chi-Jie Lu, Chih-Chou Chiu, Jung-Li Yang, “Integrating Nonlinear Independent Component Analysis and Neural Network in Stock Price Prediction,” Lecture Notes in Artificial Intelligence, 5579, pp. 614-623, 2009. (EI)

13

呂奇傑、邱志洲、李天行,“應用獨立成分分析與蕭華特管制圖於統計製程監控”, 中山管理評論, Vol. 17, No.1, pp.73-106, 2009. (TSSCI)

14

Chih-Yi Liaw, Ling Jing Kao, Chih-Chou Chiu, “‘Hierarchical Bayesian Approach and Genetic Algorithm in Illustrating Customer Preference and Market Segmentation,” International Journal of Electronic Business Management, Vol. 6, No. 4, pp. 203-212, 2008. (EI)

15

Lu, C.J., Wu, C.M., Keng, C.J., C. C. Chiu “Integrating SPC/EPC, ICA and Neural Networks to Develop An Identification Technique,” International Journal of Production Research, Vol. 46, No. 4, 15 February 2008, pp. 873–893. (SCI)

16

黃馨瑩、邱志洲, “整合獨立成份分析與分類迴歸樹在製程干擾辨識上之應用,” 輔仁管理評論 (Fu-Jen Management Review), Vol. 14, No. 3, pp. 121-144, 2007. —9

17

游濬遠、邱健泰、耿慶瑞、黃馨瑩、邱志洲,“層級貝氏類神經網路方法在建構可靠度預估模式上之應用”, 品質學報,Vol.14 No.2, pp.197 -206, 2007. —6

18

邱志洲、游濬遠、廖子毅、高淩菁,“運用層級貝氏方法建構以失效測量為基礎的可靠度預測模式”, 中山管理評論,Vol.14 No.4, pp. 995-1025, 2006. (TSSCI)—12

19

邱志洲、廖子毅、高淩菁、鐘振聲,“從效率性分析觀點探討醫療服務品質之提升-以台灣地區大型醫院為例”, 品質學報Vol.13 No.3, pp. 221-240, 2006. — 9

20

Lee, T. S. and C. C. Chiu “Mining the Customer Credit Using Classification and Regression Tree and Multivariate Adaptive Regression Splines”, Computational Statistics and Data Analysis, Vol.50, No. 4, pp.1113-1130, 2006. (SCI, EI)

21

邱志洲、田政祺, “資料探勘中集群模式與分類模式之建構-模糊自適應共振理論網路、分類迴歸樹與類神經網路之整合與應用”, 工業工程學刊(Journal of the Chinese Institute of Industrial Engineers), Vol. 22, No. 2, pp. 171-188, 2005. (EI)

22

邱志洲、簡德年、高淩菁, “演化式類神經網路在企業危機診斷上之應用--智慧資本指標的考量”, 台大管理論叢, Vol. 14, No. 2, pp. 1-22, 2004. (TSSCI)

23

H.-C. Wang, C.-C. Chiu and C.-T. Su “Data Classification using the Mahalanobis-Taguchi System,” Journal of the Chinese Institute of Industrial Engineers, Vol. 21, No. 6, pp. 606-618, 2004. (EI)

24

Lee, T. S., N. J. Chen and C. C. Chiu, “Forecasting the Opening Cash Price Index Using Grey Forecasting and Neural Networks: Evidence from the SGX-DT MSCI Taiwan Index Futures Contracts”, Wang, P and Chen, S. S. (Eds), Computational Intelligence in Economics and Finance, Springer, September 2003, 151-170.

25

Chiu, C. C., Y. E. Shao, T..S. Lee and K.M. Lee, “Identification of Process Disturbance Using SPC/EPC and Neural Networks,” Journal of Intelligent Manufacturing, Vol. 14, No. 3, pp. 379-388, 2003 (SCI).  Impact Factor: 0.595 (2004)

26

Chiu, C. C., and Te-Nien Chien, “Construction of Enterprise Distress Diagnosis Model by Using the Integration of Neural Network and Classification and Regression Trees Approach Credit scoring using the hybrid neural discriminant technique,” Web Journal of Chinese Management Review, Vol. 5, No.4, pp 55-82,Oct. 2002.

27

Lee T. S., C. C. Chiu , C. J. Lu, I. F. Chen, “Credit scoring using the hybrid neural discriminant technique,” Expert System with Applications, Vol. 23, pp. 245-254, 2002 (SCI). Impact Factor: 2004: 1.247

28

邱志洲、李天行、周宇超、呂奇傑 “整合鑑別分析與類神經網路在資料探勘上之應用”, 工業工程學刊(Journal of the Chinese Institute of Industrial Engineers), Vol. 19, No. 2, pp. 9-22, 2002. (EI)

29

Lee T. S. and C. C. Chiu “Neural Networks Forecasting of an Opening Cash Price Index”, International Journal of Systems Science, Vol.33, No.3, pp. 229-237, 2002 (SCI) 2004 Impact Factor: 0.239

30

Lee, T. S., C. C. Chiu and F. C. Lin “Predicting of Taipei’s Unemployment Rate Using Fuzzy Time Series with Box-Jenkins Methodology”, International Journal of Fuzzy Systems, Vol. 3, No. 4 Dec. 2001.

31

Chiu, C. C. and M. H. Yang, “Shifts Recognition in Correlated Manufacturing Process Parameters Using Neural Network,” 工業工程學刊(Journal of the Chinese Institute of Industrial Engineers), Vol. 18, No. 2, 2001.

32

Chiu, C. C., M.C. Chen and K.M Lee, “Shifts Recognition in Correlated Process Data Using Neural Network”,International Journal of Systems Science, Vol. 32, No. 2, pp. 137-143, 2001. (SCI)

33

Su, C.T., C.C. Chiu, and H.H. Chang, “Optimal Parameter Design via Neural Network and Genetic Algorithm”International Journal of Industrial Engineering, Vol. 7, No. 3, 2001. (SCI)

 

研討會論文

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1

Ling-Jing Kao, Chih-Chou Chiu, Wei-Ming Li, Shu-Yu Tiffany Chiu, “Applying a hybrid data envelopment analysis approach to construct an in telligent stock trading System,” 2012 5th International Conference on Information Sciences and Interaction Science, June 26 - 28, 2012, Jeju Island, Korea. (EI)

2

Chi-Jie Lu, Jui-Yu Wu, Chih-Chou Chiu, Yi-Jun Tsai (2011), Predicting stock index using an integrated model of NLICA, SVR and PSO, Lecture Notes in Computer Science, 6677 LNCS, PART 3, pp. 228-237. The 8th International Symposium on Neural Networks, ISNN 2011, Guilin, China, May 29- June 1, 2011 (EI)

3

Cheng-Chin Lu, Ling-Jing Kao, C. C. Chiu, “Applying Spatiotemporal ICA with DEA Approach in Evaluating the Training Institution Efficiency of the Semiconductor Institute Program in Taiwan,” The IEEE International Conference on Industrial Engineering and Engineering Management, December 7-10, 2010, Macao. (EI)

4

Cheng-Chin Lu, C. C. Chiu, Hsin-Pin Fu, “The Study on Factors Influencing Recruitment and Training Performance: An AHP Analysis,” The 2010 International Conference on Innovation and Management, July 7- 10, 2010, Penang, Malaysia.

5

Chi-Jie Lu, Chih-Chou Chiu, Jung-Li Yang, “Integrating Nonlinear Independent Component Analysis and Neural Network in Stock Price Prediction,” The Twenty Second International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems IEA-AIE 2009, June 24-27, 2009 Tainan, Taiwan.

6

Chi-Jie Lu, Chih-Hsiang Chang, Chien-Yu Chen, Chih-Chou Chiu, “Stock Index Prediction: A Comparison of MARS, BPN and SVR in an Emerging Market,” The IEEE International Conference on Industrial Engineering and Engineering Management, December 8-11, 2009, Hong Kong. (EI)

7

Chi-Jie Lu1, Jui-Yu Wu, Cheng-Ruei Fan, Chih-Chou Chiu, “Forecasting Stock Price using Nonlinear Independent Component Analysis and Support Vector Regression,” The IEEE International Conference on Industrial Engineering and Engineering Management, December 8-11, 2009, Hong Kong. (EI)

8

Chi-Jie Lu, Tian-Shyug Lee, and Chih-Chou Chiu, “Using independent component analysis and support vector regression in time series forecasting,” The 9th Asia Pacific Industrial Engineering & Management Systems Conference (APIEMS 2008), Dec., 3-5, 2008, Nusa Dua, Bali - Indonesia.

9

Chi-Jie Lu, Tian-Shyug Lee, and Chih-Chou Chiu, “Statistical Process Monitoring using Independent Component Analysis Based Disturbance Separation Scheme,” IEEE International Joint Conference on Neural Networks (IJCNN 2008), June, 1-6, 2008, Hong Kong. (EI)

10

Huang, S. P., C. C. Chiu, D. F. Cook, C. J. Lu, “Integrating SPC/EPC, ICA And Neural Networks To Develop An Identification Technique,” The IEEE International Conference on Industrial Engineering and Engineering Management, Singapore, December 2-5, 2007. (EI)

11

Chi-jie Lu, C. C. Chiu, B.Y. Chen, L. J. Kao, “Integrating ICA and DEA Model for Efficiency Measurement,” 2007 International Conference on Convergence Information Technology, Gyeongju, Republic of Korea, November 21~23, 2007. (EI)

12

Hwang, S. Y., C. C. Chiu, D. F. Cook, Y. P. Luh, “Process Disturbance Identification Using Independent Component Analysis With Cart Approach,” the IASTED International Conference on Computational Intelligence (CI 2007), Banff, Canada, July 2-4, 2007.

13

Lu, C. J., C.Y. Yu, C. C. Chiu, “Integrating SPC/EPC, ICA And Neural Networks To Develop An Identification Technique,” The 2nd International Symposium on Management, Engineering and Informatics, Orlando, Florida, USA, July 16-19, 2006.

14

Yu, C.Y, S.Y Hwang, C.Y Liaw, C. C. Chiu, “Applying Adaptive Neural Network Model to Measure the Relative Efficiency of the Taiwan Power Company,” The 36th International Conference on Computers and Industrial Engineering, Taipei, June 20-23, 2006.

15

Lu, C. J., D. M. Tsai, C. C. Chiu; Y. H. Tseng, “Independent component analysis based disturbance separation for statistical process control,” The 36th International Conference on Computers and Industrial Engineering, Taipei, June 20-23, 2006.

16

Yu, C.Y, C.Y Liaw, S.Y Hwang, C. C. Chiu, “Evaluating the Relative Efficiency of the Taiwan Power Company Using Hierarchical Bayesian Neural Network Approach,” INFORMS 2006 International Hong Kong Conference, Hong Kong, June 25-28, 2006.

17

Chiu, C. C., C.Y. Liaw, H. P. Fu, L. J. Kao, “Failure Time Analysis Based On Degradation Measurements Using Hierarchical Bayesian Neural Network Approach,” the 3rd ANQ Congress & the 19th Asia Quality Symposium, Taipei, September 20-22, 2005.

18

Chiu, C. C., C.Y. Liaw, C.M. Wu, “Applying Hierarchical Bayesian Neural Network Approach In Failure Time Prediction,” the IASTED International Conference on Computational Intelligence (CI 2005), Calgary, Canada, July 4-6, 2005.

19

Chiu, C. C., C. Y. Yu, C.Y. Liaw and L. J. Kao, “Applying Hierarchical Bayesian Method in Reliability Prediction Based on Degradation Measurements,” The 8th World Multiconference on Systemics, Cybernetics and Informatics, Orlando, Florida, USA, July 18-21, 2004.

20

Chiu, C. C. and T. S. Lee, “Integrating Classification and Regression Tree with Multivariate Adaptive Regression Splines in Mining the Customer Credit,” The 2004 Meeting of the International Federation of Classification Societies, Illinois Institute of Technology in Chicago, from July 15-18, 2004.

21

Lee, T. S., C. C. Chiu and C. J. Lu "Credit Scoring Using the Hybrid Neural Discriminant Technique", 2002 Hawaii International Conference on Business, Honolulu, Hawaii, June 2002.

22

Lee, T. S., C. C. Chiu and C. J. Lu, “Credit Scoring Using Neural Networks And Discriminant Analysis”, The Second International Workshop on Computational Intelligence in Economics and Finance, Durham, North Carolina, USA, March 8-14, 2002.

23

Lee, T. S., C. C. Chiu and C. J. Lu “Integrating Discriminant Analysis and Neural Networks in the Application of Data Mining”, The Sixth Annual International Conference on Industrial Engineering Theory, Applications and Practice, San Francisco, November 2001.

24

Chiu, C. C. and L.J. Kao, “Integrating Neural Network Model and Logistic Regression Approach to Mining the Customer Credit,” IFSA/NAFIPS Conference in Vancouver, Canada, July 25-28, 2001.

25

邱志洲、簡德年 “整合分類迴歸樹與類神經網路於在企業危機診斷之應用”, 2001科際整合管理國際研討會 知識管理供應鏈管理顧客關係管理東吳大學台北, 20015月。

26

邱志洲李天行呂奇傑 “整合類神經網路與鑑別分析在資料探勘上之應用”, 兩岸統計成果:增進基礎抽樣調查與統計諮詢教學之研究輔仁大學新莊, 2001

27

邱志洲、李天行、呂奇傑 “整合鑑別分析與類神經網路於資料探勘之應用”, 第三屆亞太管理學術研討會國立成功大學台南, 20015月。

28

Lee, T. S., N. J. Chen and C. C. Chiu “Forecasting the Opening Cash Price Index in Integrating Grey Forecasting and Neural Networks: Evidence from the SGX-DT MSCI Taiwan Index Futures Contracts”, 2001 WDSI International Conference, Vancouver, Canada, April 3-7, 2001.

 

專業及技術報告

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1

李天行、邱志洲作業研究線性規劃(2nd Edition), 輔仁大學管理學院講義叢書, 2000  2

2

李天行、邱志洲作業研究線性規劃輔仁大學管理學院講義叢書, 19992

3

"Combined Rule Based Expert Systems and Neural Networks in Forecasting Problems" for the Knowledge Engineering Systems Techniques and Applications, the ACADEMIC Press International Theme Volume

4

"Computer Aided and Integrated Manufacturing Systems Techniques and Applications" for the GORDON and BREACH International Series in Engineering, Technology and Applied Science Volumes

 

研究計畫

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1

“101 年度半導體學院計畫-人才需求調查及開班網絡培訓能量分析”, 經濟部工業局, 4/1/2012-11/30/2012.

2

資訊工業策進會數位電視加值服務推動計畫”,資訊工業策進會, 4/1/2012-11/30/2012.

3

“100年度半導體學院計畫-人才需求調查及開班網絡培訓能量分析”, 經濟部工業局, 4/1/2011-12/31/2011.

4

資訊工業策進會數位電視加值服務推動計畫”, 資訊工業策進會, 4/1/2011-11/30/2011.

5

“99年度半導體學院計畫-人才需求調查及開班網絡培訓能量分析”, 經濟部工業局, 7/2/2010-12/25/2010.

6

“2010會員購買暨產品選擇分析模型建構案”,白蘭氏雞精, 8/2/2010-10/25/2010.

7

信用卡持有人顧客品質估計暨刷卡行為異質性分析(III)”, 國科會NSC 99-2221-E-027-024-MY2, 8/1/2011-7/31/2012.

8

信用卡持有人顧客品質估計暨刷卡行為異質性分析(II)”, 國科會NSC 99-2221-E-027-024-MY2, 8/1/2010-7/31/2011.

9

信用卡持有人顧客品質估計暨刷卡行為異質性分析(I)”, 國科會NSC 98-2221-E-027-042, 8/1/2009-7/31/2010.

10

“97年能源科技計畫績效評比分析、排序及成果盤查”, 財團法人中衛發展中心, 8/1/2009-12/31/2009.

11

“98年度半導體產業人才需求推估”, 經濟部工業局, 8/1/2009-12/31/2009.

12

“98年度半導體產業職能分析”, 經濟部工業局, 8/1/2009-12/31/2009.

13

能源科技計畫管理及知識資訊服務計畫能源科技研發績效標竿管理研究”, 財團法人中衛發展中心, 6/15/2008-12/15/2008.

14

運用類神經網路與層級貝氏法在建構可靠度預估模式上之應用(3/3)”, 國科會NSC 95-2221-E-027-072-MY3, 8/1/2008-7/31/2009.

15

運用類神經網路與層級貝氏法在建構可靠度預估模式上之應用(2/3)”, 國科會NSC 95-2221-E-027-072-MY3, 8/1/2007-7/31/2008.

16

運用類神經網路與層級貝氏法在建構可靠度預估模式上之應用(1/3)”, 國科會NSC 95-2221-E-027-072-MY3, 8/1/2006-7/31/2007.

17

整合類神經網路與層級貝氏方法建構網路線上消費模式(3/3)”, 國科會NSC 95-2221-E-027-066-MY3, 8/1/2008-7/31/2009.

18

整合類神經網路與層級貝氏方法建構網路線上消費模式(2/3)”, 國科會NSC 95-2221-E-027-066-MY3, 8/1/2007-7/31/2008.

19

整合類神經網路與層級貝氏方法建構網路線上消費模式(1/3)”, 國科會NSC 95-2221-E-027-066-MY3, 8/1/2006-7/31/2007.

20

獨立成分分析訊號分離技術於統計製程管制之應用”, 國科會NSC 95-2221-E-027-066-MY, 8/1/2006-7/31/2007.

21

學界科專:兒童相關產業創新研發知識服務平台開發計畫,” 經濟部技術處, 11/1/2005-10/31/2008.

22

紡織業供應鏈管理之關鍵因素調查研究”, 經濟部工業局, 10/1/2006-12/31/2006.

23

晶片系統產業發展計畫-開班單位績效評比”, 工業技術研究院95B00034-4, 4/1/2006-12/31/2006.

24

設立半導體學院計畫-開班單位績效評比”, 工業技術研究院95B00034-2, 4/1/2006-12/31/2006.

25

兒童遊具產品安全評估模式之建構,” 玩具研發中心, 9/1/2005-11/30/2005.

26

創新服務示範應用機制-無線通訊產業新技術應用之探討”, 經濟部工業局, 9/1/2005-12/31/2005.

27

總計畫協同商務模式建構及應用RFID為基礎子計畫:協同商務於零售業之應用RFID為基礎”, 教育部, 8/1/2005-07/31/2008.

28

通訊專業技術人才發展計畫-開班單位績效評估”, 經濟部工業局, 8/1/2005-12/15/2005.

29

整合類神經網路與貝氏層級法在顧客異質性辨識上之應用(3/3)”, 國科會NSC 94-2213-E-027-001, 8/1/2005-7/31/2006.

30

整合類神經網路與貝氏層級法在顧客異質性辨識上之應用(2/3)”, 國科會NSC 93-2213-E-027-003, 8/1/2004-7/31/2005.

31

整合類神經網路與貝氏層級法在顧客異質性辨識上之應用(1/3)”, 國科會NSC 92-2213-E-027-015, 8/1/2003-7/31/2004.

32

“Construction of Safety Evaluation Model for Taiwan Children's Commodities — Case Study of Slider,” The Taiwan Children's Commodities R &. D Center, 4/1/2004-9/30/2004.

33

運用類神經網路與貝氏層級法在資料庫行銷中顧客價值之分析”, 國科會NSC 91-2416-H-027-001, 8/1/2002-7/31/2003.

34

整合神經網路及分類迴歸樹建構顧客分類模式暨顧客關係之管理及探勘”, 國科會NSC 90-2218-E-027-009, 8/1/2001-7/31/2002.

35

整合軟性計算與無母數分類迴歸樹在建構企業危機預警模式上之應用”, 國科會NSC 90-2218-E-027-012, 8/1/2001-7/31/2002.

36

應用多元適應性雲形迴歸與類神經網路於顧客資料探勘”, 國科會NSC 90-2218-E-027-008, 8/1/2001-7/31/2002.

37

整合傳統財務指標與智慧資本以建構企業危機預警系統-類神經網路與MARS之應用”, 國科會NSC 90-2218-E-030-002, 8/1/2001-7/31/2002.

38

製商整合科技教育改進專案”, 教育部顧問室, 1/1/2001-12/31/2001.

39

中央造幣廠舊幣回收分類自動化設備專案”, 中央造幣廠, 8/1/2000-7/31/2001.

40

流通業電子供應鏈系統之建構暨顧客關係之管理及探勘”, 國科會NSC 89-2213-E-027-040, 8/1/2000-7/31/2001.

41

整合神經網路及迴歸分析建構自動化網路商店擴散模式系統之研究”, 國科會NSC 89-2213-E-027-039, 8/1/2000-7/31/2001.

42

整合有母數及無母數分析方法於商業自動化之研究以建構信用卡發卡辨識系統為例”, 國科會NSC, 8/1/2000-7/31/2001.

43

發展統計製程管制及類神經網路之自動化系統以監督多注頭製程”, 國科會NSC, 8/1/2000-7/31/2001.

44

供應鏈存貨政策長鞭效應因應對策之研究”, 國科會NSC, 8/1/2000-7/31/2001.

 

榮譽

描述: http://wwwicam.web.ntut.edu.tw/ezfiles/54/1054/img/338/786197611.png

96學年度管理學院傑出研究獎(2007

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99學年度管理學院傑出教學獎(2010

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101學年度管理學院傑出教學獎(2012