邱志洲

邱志洲

職稱:專任教授
研究室:科研大樓1025

聯絡電話:(02)2771-2171ext3418

電子信箱:chih3c@ntut.edu.tw

專長

類神經網路、客戶關係管理、資料探勘

學歷

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

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

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

期刊論文(國外期刊)

1	Lee, T. S., C. C. Chiu and Fan-Chyun Lin "Predicting of Taipei's Unemployment Rate Using Fuzzy Time Series with Box-Jenkins Methodology", International Journal of Fuzzy Systems, Accepted and Forthcoming.
2	Lee T. S. and C. C. Chiu "Forecasting the Opening Cash Price Index Using Neural Networks: Evidence from the SGX-DT Nikkei 225 Futures Contracts", International Journal of Systems Science, Accepted and Forthcoming. (SCI)
3	Chiu, C. C., M.C. Chen and K.M Lee, "Shifts Recognition in Correlated Process Data Using Neural Network", International Journal of System Science, Vol. 32, No. 2, pp. 137-143, 2001. (SCI)
4	Su, C.T., C.C. Chiu and H.H. Chang, "Parameter Design Optimization via Neural Network and Genetic Algorithm" International Journal of Industrial Engineering, Vol. 7, No. 3, 2001. (SCI)
5	F. Yeh, Y. H. C. C. Chiu and Pei-Gi Shu, "The 1997 Thai Baht Devaluation and International Stock Markets: Global, Asia-Pacific Regional and Local Forces," Asia Pacific Journal of Finance, Vol. 2, pp. 133-156, 1999.
6	Chiu, C. C. and Y. H. Yeh, "Utilization of Vector Autoregressions Technique and Neural Network in Identifying the Return Interaction among Global, Asia-Pacific Regional and Local Stock Markets," Journal of Computational Intelligence in Finance, Vol. 7, No. 3, June, 1999.
7	Chang, D.S., C.C. Chiu, S.T. Jiang, "Modeling And Reliability Prediction for the Step-Stress Degradation Measurements Using Neural Network Methodology," International Journal of Reliability, Quality and Safety Engineering, Vol. 6, No. 3, pp. 277-288, 1999.
8	Shao, Y. Eric and C. C. Chiu, "Developing Identification Techniques with the Integrated use of SPC/EPC and Neural Networks," Quality and Reliability Engineering International, Vol. 15, pp. 1-8, 1999. (SCI)
9	Cook, D. F. and C. C. Chiu, "Utilization Radial Basis Function Neural Networks to Recognize Shits in Manufacturing Process Parameters," IIE Transactions, Vol. 30, pp. 227-234, 1998. (SCI)
10	Chiu, C. C. D. F. Cook, J. L. Kao, and Y. C. Chou, "Combing Neural Network and Rule-Based Expert System for Short Term Load Forecasting," Computers and Industrial Engineering, Vol. 32, No. 4, pp. 787-797, 1997. (SCI)
11	Chiu, C. C., D. F. Cook, J. J. Jr. Pignatiello and A. D. Whittaker, "Design of a Radial Basis Function Neural Network with a Radius Modification Algorithm Using Response Surface Methodology, " Journal of Intelligent Manufacturing, Vol. 8, No. 2, pp. 117-124, 1997. (SCI)
12	Chiu, C. C., L.J. Kao and D.F. Cook, "Combining a Neural Network with a Rule-Based Expert System Approach for the Short Term Power Load Forecasting in Taiwan," Expert System with Applications, Vol. 13, No. 4, pp. 299-305, 1997. (SCI).
13	Chiu, C. C., C. T. Su, G.H. Yang, J. S. Huang, S. C. Chen and N.T. Cheng, "Selection of Optimal Parameters in Gas-Assisted Injection Molding Using a Neural Network Model and the Taguchi Method," International Journal of Quality Science, Vol. 2, Iss. 2, pp. 106-120, 1997. (EI)
14	Cook, D. F. and C. C. Chiu, "Predicting the Internal Bond Strength of Particleboard, Utilizing a Radial Basis Function Neural Network," Engineering Application of Artificial Intelligent, Vol. 10, No. 2, pp. 171-178, 1997. (SCI)
15	Chiu, C. C., D. F. Cook and J. J. Jr. Pignatiello, "Radial Basis Function Network for Kraft Pulping Forecasting," International Journal of Industrial Engineering, Vol. 2, No. 3, pp. 209-215, 1995. (SCI)
16	Cook, D. F. and C. C. Chiu, "Combining a Radial Basis Neural Network with Time Series Analysis Techniques to Predict Manufacturing Process Parameters," Applied Artificial Intelligence, Vol. 9, No.6, pp. 623-631, 1995. (SCI)

期刊論文(國內期刊)

1	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.
2	李天行, 邱志洲 "類神經網路於現貨開盤指數之預測-以新加坡交易所日經225指數期貨為例", 亞太管理評論 (Asia Pacific Management Review), Vol. 5, No. 4, pp. 557-570, 2000.
3	邱志洲 and 林啟豐, "步進應力加速衰退試驗暨高可靠度產品壽命之研究－以發光二極體為例,"工業工程學刊(Journal of the Chinese Institute of Industrial Engineers), Vol. 16, No. 5, 1999.
4	邱志洲, 李天行 and 林凡群, "結合模糊時間序列與Box-Jenkins模式在台北市失業率預測上之應用," 台大管理論叢, Vol. 9, No. 2, pp. 193-218, 1999.
5	Chiu, C. C., G.H. Yang, J. S. Huang, S. C. Chen and N.T. Cheng, "Optimal Parameter Selection in Gas-Assisted Injection Molding A Comparison of Neural Network Model and Taguchi Method," 輔仁管理評論 (Fu-Jen Management Review), Vol. 6, No. 1, pp. 163-180, 1999.
6	邱志洲, 李天行 and 林凡群, "台北市失業率之預測--模糊時間序列之應用,"輔仁管理評論 (Fu-Jen Management Review), Vol. 5, No. 2, pp. 177-196, 1998.
7	李天行, 邱志洲 and 徐步鯤, "類神經網路之預測－以台灣地區積體電路產量為例," 統計與資訊評論(Journal of Statistics and Computing), Vol. 4 pp.47-70, 1998.
8	李天行,邱志洲 and 林凡群, "類神經網路模式信賴區間之建構－以台北市失業率為例," 人力資源學報(Journal of Human Resource), Vol. 9, pp. 153-168, 1998.
9	Chiu, C. C. and D. F. Cook, "Time Series Forecasting of Kaoshiung Unemployment Rate Using Neural Network Model," 輔仁管理評論 (Fu-Jen Management Review), Vol. 4, No. 3, Sept. 1997.

審查中期刊論文(國外期刊)

1	Chiu, C. C., Y. E. Shao, T..S. Lee and K.M. Lee, "Identification of Process Disturbance Using SPC/EPC and Neural Networks," submitted to Journal of Intelligent Manufacturing (First Revision)
2	Chiu, C. C. and D.S. Chang, "Reliability Prediction Based on Degradation Measurements Using Neural Networks", submitted to Technometric (First Revision)
3	Chiu, C. C. and D.S. Chang, "Reliability Prediction Based on Degradation Measurements Using Neural Networks with Box-Jenkins Methodology", submitted to IEEE Transactions on Reliability.
4	Lee T. S. and C. C. Chiu "Forecasting the Opening Cash Price Index Using Neural Networks: Evidence from the SGX-DT Nikkei 225 Futures Contracts", submitted to Asian Pacific Journal of Finance.
5	Chiu, C. C., Y. J. Shao T. S. Lee, and K. M. Lee "Identification of Process Disturbance Using SPC/EPC and Neural Networks", submitted to Journal of Intelligent Manufacturing.
6	Shao, Y. J., T. S. Lee and C. C. Chiu, "Shift Identification of Multi Streams Manufacturing Process by Using the Neural Networks techniques", submitted to Journal of Quality Technology.
7	Yang, M.H. and C.C. Chiu, "A Fuzzy Set Approach of Shelf Space Allocation Problem", submitted to EJOR
8	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", submitted to Journal of Forecasting.
9	Lee T. S. and C. C. Chiu "Using Genetic Algorithm and Neural Networks in Forecasting the Opening Cash Price Index: Evidence from the SGX-DT Nikkei 225 Futures Contracts", submitted to Journal of Applied Artificial Intelligence.

研討會論文(國外研討會)

1	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, under review.
2	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.
3	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.
4	M.H. Yang and C. C. Chiu, "A Special Application of Two-Dimensional Multiconstraint Knapsack Promlemss," The 15th International Conference on Production Research-ICPR-15 Manufacturing for a Global Market, University of Limerick, Ireland, Aug. 9-12, 1999.
5	Chiu, C. C. and Ming Hsien Yang, "Utilization of Neural Network in Recognizing the Shifts in Correlated Manufacturing Processes," 1999 Canadian Workshop on Soft Computing & IEEE Canadian Conference on Electrical & Computer Engineering, Edmonton, Canada, May 9-12, 1999.
6	Chiu, C. C., "Combining a Fuzzy Time Series Model with a Neural Network Approach for Unemployment Rate Forecasting in Taipei," 1998 IASTED International Conference of Artificial Intelligence and Soft Computing, Mexico, May 27-30, 1998.
7	Chiu, C. C. and D.S. Chang, "Reliability Prediction Based on Degradation Measurements Using Neural Networks with Box-Jenkins Methodology," Proceedings of the Fifth International Applied Statistics in Industry Conference, Feb. 23-25, 1998, Orlando, Florida, USA.
8	Chiu, C. C. and D.S. Chang, "Utilization of Neural Networks Models in Reliability Prediction Based on Degradation Measurements," Proceedings of the Fourth International Applied Statistics in Industry Conference, June 2-4, 1997, Kansas City, Missouri, USA.
9	Chiu, C. C., D. F. Cook, J. L.Kao and Y. C. Chou, "Short Term Load Forecasting by Using The Combination of Neural Network and Rule-Based Expert System Approach," Proceedings of the Joint Pacific Asian Conference on Expert Systems/Singapore International Conference on Intelligent Systems, Orchard Hotel, Singapore, 24-27 February 1997.
10	Cook, D. F. and C. C. Chiu, "Utilizing Radial Basis Function Neural Networks to Recognize Shifts in Correlated Manufacturing Process Parameters," Proceedings of the 27th Annual Meeting of the Decision Sciences Institute, Orlando, Florida. Nov. 24-25, 1996.
11	Chiu, C. C. and L. G. Occena, "Determination of Hardwood Log Sawing Method Using the Hopfield Neural Network," Proceedings Application of Neural Network in Engineering (ANNIE), Saint Louis, MO 1995.
12	Chiu, C. C., J. J. Jr. Pignatiello and D. F. Cook, "Response Surface Methodology for Optimal Neural Network Selection," Proceedings of the Sixth IEEE International Conference on Tools with Artificial Intelligence, New Orleans, Louisiana 1994.
13	Chiu, C. C., D. F. Cook and J. J. Jr. Pignatiello, "Radial Basis Function Network for Kraft Pulping Forecasting," Proceedings of the Sixth International Conference on Artificial Intelligence and Expert Systems Applications, Houston, Texas 1994.
14	Occena, L. G. and C. C. Chiu, "Neural Models for Defect-Driven Hardwood Log Sawing," Proceedings of Mid-America Conference on Intelligent Systems, Kansas City, Kansas 1994.

研討會論文(國內研討會)

1	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, 2001年5月
2	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
3	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, 2001年5月
4	Chiu, C. C., Y. J. Shao and T. S. Lee, "Identification of Process Disturbance Using SPC/EPC and Neural Networks," The fifth Annual International Conference on Industrial Engineering Theory, Applications and Practice, National Tsing Hua University, Hsinchu, Taiwan, December 13-15, 2000.
5	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," The fifth Annual International Conference on Industrial Engineering Theory, Applications and Practice, National Tsing Hua University, Hsinchu, Taiwan, December 13-15, 2000.
6	李天行、邱志洲,"類神經網路於現貨開盤指數之預測-以新加坡交易所日經225指數期貨為例,"2000中華民國第八屆模糊理論與應用研討會, 淡江大學, 台北, 2000年12月
7	李天行、邱志洲、陳俊儒 "整合類神經網路與迴歸分析於匯率之預測--以東南亞金融風暴期間新台幣兌美元匯率為例", 2000中華民國第八屆模糊理論與應用研討會, 淡江大學, 台北, 2000年12月
8	陳銘芷、李天行、邱志洲,"整合類神經網路與迴歸分析於匯率之預測--以東南亞金融風暴期間新台幣兌美元匯率為例,"2000中華民國第八屆模糊理論與應用研討會, 淡江大學, 台北, 2000年12月
9	李天行、陳能靜、邱志洲、劉嘉鴻,"整合灰預測及類神經網路於現貨開盤指數預測之研究-以新加坡交易所摩根台股指數期貨為例,"中華民國第五屆人工智慧與應用研討會, 國立台灣科技大學, 台北, 2000年11月
10	邱志洲 and 田政祺 "整合類神經網路及迴歸分析建構網路商店擴散模式之研究," 第五屆企業跨國經營管理研討會, 輔仁大學,新莊,臺灣, June 24, 2000.
11	劭曰仁,張恭賀and 邱志洲, "Evaluation of different combinations of sampling schemes and SPC charts for monitoring a multiple stream process,", 1999中華民國工業工程年會,清華大學,新竹, Dec. 15, 1999.
12	李天行、邱志洲、黃天麟 "積體電路產量之預測與信賴區間之建構", 1999邁向二十一世紀亞太管理學術研討會論文集, pp357-365, 國立成功大學, 台南, 1999年6月
13	李天行,邱志洲 and 徐步鯤, "類神經網路於我國積體電路產量預測之研究,", 1998中華民國第六屆模糊理論與會議,朝陽科技大學,霧峰, Dec. 15-18, 1998.
14	邱志洲 and 林啟豐, "高科技產品使用壽命之研究－以發光二極體為例," 第四屆資訊管理研究暨實務研討會-尖端資訊科技的發展、應用及管理，輔仁大學，新莊，Nov. 20-21, 1998.
15	Chiu, C. C., and C.T. Su, "A Novel Neural Network Model Using Box-Jenkins Technique and Response Surface Methodology to Predict Unemployment Rate," Proceedings of the Tenth IEEE International Conference Tools with Artificial Intelligence, Taipei, Nov. 10-12, 1998. (EI)
16	Yeh, Y. H. and Chiu, C. C., "The Return Interaction Among World, Asia-Pacific Regional and Local Stock Markets," 國立台灣大學, 台北, March 2-3, 1998.
17	Chiu, C. C., D.S. Chang and C.T. Su, "Utilization of Neural Networks Model and Box-Jenkins Methodology in Predicting The Reliability of Degradation Measurements," 1997中華民國工業工程年會, 國立中山大學, 高雄, Dec. 27, 1997.
18	邱志洲,李天行 and 林凡群, "模糊時間序列分析在台北市失業率預測上之應用,"1997中華民國第五屆模糊理論與會議, 國立成功大學, 台南, Dec. 19-20, 1997.
19	邱志洲,李天行,潘薇馨,李玉紅,柯震,郭銘忠 and 賴恆毅, "半導體產業消長趨勢之預測--類神經網路模式之應用," 1997企業跨國經營管理研討會, 輔仁大學,新莊,臺灣, July 12, 1997.
20	Chiu, C. C., L.J. Kao and D.F. Cook, "Utilization of Neural Network Model with Box-Jenkins Technique in the Prediction of Taiwan Unemployment Rate," 1997 企業管理國際研討會,東吳大學,台北, June, 7, 1997.
21	Chiu, C. C. and D. F. Cook, "Forecasting of Taiwan Unemployment Rate Using Neural Network Model and Alternative Methods," Proceedings of the 3rd Annual International Conference of Human Resource Management in the Asia-Pacific Region, KaoHsiung, Nov. 24-26, 1996, Taiwan.

專書及技術報告

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 年 2月
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, 1999年2月
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

1	"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.(主持人)
2	"Integrating Neural Network and Hierarchical Bayesian Model to Identify Customer Heterogeneity", NSC 92-2213-E-027-015, 8/1/2003-7/31/2004. (主持人)
3	"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. (主持人)
4	"Integrating Neural Network and Hierarchical Bayesian Model to Identify Customer Heterogeneity”, NSC 93-2213-E-027-015, 8/1/2003-7/31/2005. (主持人)
5	"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.(主持人)
6	"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.(主持人)
7	"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.(共同主持人)
8	"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.(共同主持人)
9	"製商整合科技教育改進專案", 教育部顧問室, 1/1/2001-12/31/2001.(參與人員)
10	"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.(共同主持人)
11	"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.(主持人)
12	"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.(主持人)
13	"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. (共同主持人)
14	"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. (共同主持人)
15	"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. (共同主持人)
16	"整合工程製程品管與類神經網路在發展相關性製程參數平移量辨識系統之應用," 國科會NSC 89-2213-E-030-004, 8/1/1999-7/31/2000. (主持人)
17	"利用類神經網路發展相關性製程參數平移量之辨識系統," 國科會NSC 89-2213-E-030-005, 8/1/1999-7/31/2000. (主持人)
18	"整合統計製程管制、工程製程控制、及類神經網路以分辨製程干擾型態之研究," 國科會NSC 89-2213-E-030-007, 8/1/1999-7/31/2000. (共同主持人)
19	"信用卡行銷策略與持卡者資料探勘之研究,"輔仁大學法管學院 M8803, 8/1/1999-7/31/2000. (主持人)
20	"台新銀行信用卡申請審查暨自動化評分系統建構," 台新銀行信用部，6/01/1999-12/31/1999. (主持人)
21	"台灣電力公司人力標準員額配置方法之研究,"7/1/1999-6/31/2000. (共同主持人)
22	"利用類神經網路決定衰減性資料之壽命試驗終止時間,"國科會NSC 88-2213-E-030-004, 8/1/1998-7/31/1999. (主持人)
23	"整合複回歸分析、時間序列分析、類神經網路、及模糊時間序列分析以預測我國半導體產業未來趨勢之研究,"國科會NSC 88-2213-E-030-006, 8/1/1998-7/31/1999. (共同主持人)
24	"用基因工程來解決時窗限制下車輛途程問題之研究,"國科會NSC 87-2213-E-030-007, 8/1/1997-12/31/1998. (主持人)
25	"利用類神經路發展衰減性資料之可靠度預測模式,"國科會 NSC 87-2213-E-008-021, 8/1/1997-12/31/1998. (共同主持人)
26	"亞太地區融市場之比較、互動與整合─亞洲新興市場外國股權限制、價格差異與報酬互動之研究﹣中國大陸與泰國股市比較,"國科會 NSC 87-2418-H-030-002E24, 8/11997-7/31/1998. (共同主持人)
27	"類神經網路在品質管制圖上之應用,"輔仁大學法管學院 M8704, 8/1/1998-7/31/1999. (主持人)
28	"台北地區資訊賣場顧客關係品質之研究," 輔仁大學法管學院 M8703, 8/1/1998-7/31/1999. (共同主持人)
29	"大學生購買圖書行為暨傾向之調查," 輔仁大學法管學院 M8602, 8/1/1997-7/31/1998. (共同主持人)
30	"發光二極體(LED)晶粒壽命之估計,"新竹科學園區漢光科技股份有限公司，2/25/1998-8/25/1998. (共同主持人)
31	"台灣鐵路管理局人力評鑑專案,"台灣鐵路管理局，鐵字第002606號，12/26/1997-8/10/1998. (共同主持人)