Invited Talk

[57] Lee, Chia-Yen (Dec. 16, 2018). Life and Intelligent Manufacturing (生活中的智慧製造). AI 嘉年華, 台灣大學, Taipei, Taiwan.

[56] Lee, Chia-Yen (Dec. 10, 2018) Nash Data Envelopment Analysis for Energy & Environment (納許數據包絡分析於能源與環境). The 4th Workshop on Frontier Modeling of Energy & Environment (FMEE) 第四屆能源環境前沿建模論壇, School of Economics and Management, China University of Petroleum (East China) 中國石油大學 (華東), Qingdao, China.

[55] Lee, Chia-Yen (Dec. 7, 2018). Data Science in Manufacturing (製造數據科學). 2018 Conference on Artificial Intelligence and Data Science Application (2018人工智慧與資料科學應用研討會 ), Soochow University 東吳大學,Taipei, Taiwan.

[54] Lee, Chia-Yen (Nov. 10, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). 台灣人工智慧學校, Taichung, Taiwan.

[53] Lee, Chia-Yen (Nov. 8, 2018). Practice of Data Science in Manufacturing (製造數據科學實務)。2018智慧工廠論壇,新製造競賽,唯適者生存。Digitimes企劃新聞採訪,善用資料科學方法論 數據應用成為製造業轉型良藥,物聯網/工業4.0。 (Article) (News)

[52] Lee, Chia-Yen (Sept. 18, 2018). Practice of Data Science in Manufacturing (製造數據科學實務). 中央研究院尖端科技研習營(智慧製造), MOST and Academia Sinica 科技部與中央研究院, Taipei, Taiwan.

[51] Lee, Chia-Yen (Sept. 8, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Semiconductor Manufacturing Company Fab14, 台灣積體電路股份有限公司 (tsmc), Tainan, Taiwan.

[50] Lee, Chia-Yen (Aug. 29, 2018). System Engineering Thinking and Data Science (系統與數據科學間的系統工程思考). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.

[49] Lee, Chia-Yen (Aug. 29, 2018). Data Science Algorithm and It's Manufacturing Execution Applications (數據科學演算法與其製造執行應用). Foxconn Technology Group 富士康鴻海科技集團, Shanxi, China.

[48] Lee, Chia-Yen (Aug. 22, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). AUO Engineering College 友達工學院, AUO 友達光電, Taichung, Taiwan.

[47] Lee, Chia-Yen (July 9, 2018). Nash Equilibrium in Data Envelopment Analysis. Center for Energy & Environmental Policy Research (能源與環境政策研究中心), School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China. (News)

[46] Lee, Chia-Yen (June 22, 2018). Data Science in Manufacturing (製造數據科學). YongLin Education Foundation 永齡教育慈善基金會, National Taiwan University, Taiwan.

[45] Lee, Chia-Yen, Shao-Yen Hung (洪紹嚴), and Yung-Lun Lin (林永倫) (May 31, 2018). Data Science for Delamination Diagnosis and On-Line Prediction in the Semiconductor Assembly Process. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.

[44] Lee, Chia-Yen (May 24, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Department of Industrial Management & Institute of Industrial Engineering and Management (工業管理系), National Formosa University (國立虎尾科技大學), Yunlin, Taiwan.

[43] Lee, Chia-Yen (May 05, 2018). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). FCU Data Science Lecture Hall (逢甲資料科學大講堂), 逢甲大學Feng Chia University, Taichung, Taiwan. (Slides)

[42] Lee, Chia-Yen (May 04, 2018). Data Science in Manufacturing (製造資料科學). Eternal Materials Co. 長興材料工業股份有限公司, Pingtung, Taiwan.

[41] Lee, Chia-Yen (Mar. 28, 2018). Manufacturing Data? Science?! 製造資料?科學?!Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan

[40] Lee, Chia-Yen (Mar. 16, 2018). Data Envelopment Analysis for Cape-and-Trade and Marginal Abatement Costs (資料包絡分析法於碳交易與空氣汙染邊際減排成本). Dept. of  Business Administration, National Taiwan University (國立台灣大學工商管理學系暨商學研究所), Taipei, Taiwan.

[39] Lee, Chia-Yen (Mar. 15, 2018). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Industrial Management (工業管理系), National Taiwan University of Science and Technology (國立台灣科技大學), Taipei, Taiwan.

[38] Lee, Chia-Yen (Feb. 06, 2018). Equipment Health Index (機台健康指標). 2018 Taiwan Dagstuhl Seminar- Modeling, Analysis, and Simulation to Empower Smart Production for Semiconductor Industry, Mabuville, Hsinchu, Taiwan.

[37] Lee, Chia-Yen (Dec. 01, 2017). Data Science in Manufacturing (製造資料科學). Chinese Institute of Industrial Engineers (CIIE) 中國工業工程學會, Tainan, Taiwan.

[36] Lee, Chia-Yen (Nov. 22, 2017). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Management (工業管理系), National Pingtung University of Science and Technology (國立屏東科技大學), Pingtung, Taiwan.

[35] Lee, Chia-Yen (Nov. 20, 2017). Manufacturing Data? Science?! 製造資料?科學?!. 宏達國際電子(hTC), Taipei, Taiwan.

[34] Lee, Chia-Yen (Nov. 11, 2017). Manufacturing Data? Science?! 製造資料?科學?!. 2017 Data Science Annual Conference (2017台灣資料科學年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan.

[33] Lee, Chia-Yen (Oct. 19, 2017). Think Like a Data Scientist (像資料科學家一樣思考). Dept. of Financial and Computational Mathematics (財務與計算數學系), Providence University (靜宜大學), Taichung, Taiwan.

[32] Lee, Chia-Yen (Sept. 19, 2017). Machine Learning Complements Statistical Method (機器學習的浪潮下統計方法扮演的角色及定位). Keynote Speech in 7th Statistical Application Workshop (第七屆統計應用研討會), Taiwan Semiconductor Manufacturing Company (tsmc台灣積體電路股份有限公司), Hsinchu, Taiwan.

[31] Lee, Chia-Yen (Jun. 01, 2017). Data Science in Manufacturing (製造資料科學). Graduate Institute o Electrical Engineering (電機工程研究所), National Kaohsiung First University of Science and Technology (國立高雄第一科技大學), Kaohsiung, Taiwan.

[30] Lee, Chia-Yen(May 24, 2017). Data Science in Manufacturing: From Predictive to Prescriptive (製造資料科學: 從預測性思維到處方性決策). NTU INFORMS, College of Management, National Taiwan University (國立台灣大學管理學院), Taipei, Taiwan.

[29] Lee, Chia-Yen (May 07, 2017). Intelligent Manufacturing and Data Science in Production System (智慧製造與生產線上的資料科學). Taiwan Data Science Foundation (台灣資料科學愛好者年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides)

[28] Lee, Chia-Yen (Feb. 25, 2017). Data Science in Manufacturing (製造資料科學). Department of Engineering Science, National Cheng Kung Unicersity (國立成功大學工學院工程管理碩士在職專班與工程科學系), Tainan, Taiwan. 香港理工大學工業及系統工程學系參訪交流。

[27] Lee, Chia-Yen (Feb. 11, 2017). Data Science in Manufacturing: From Predictive to Prescriptive (製造資料科學: 從預測性思維到處方性決策). Taiwan Data Science Foundation (台灣資料科學愛好者年會), Academia Sinica 中央研究院人文社會科學館, Taipei, Taiwan. (Slides) (Photo1) (Photo2)

[26] Lee, Chia-Yen (Jan. 24, 2017). Data Envelopment Analysis for Marginal Abatement Cost Estimation in PM2.5 Pollution Emission (資料包絡分析法於空氣汙染PM2.5之邊際減排成本分析). Dept. of  Information Management and Finance, National Chiao Tung University (國立交通大學資訊管理與財務金融學系), Hsinchu, Taiwan.

[25] Lee, Chia-Yen (Nov. 24, 2016). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)

[24] Lee, Chia-Yen (Oct. 25, 2016). Data Science in Manufacturing (製造資料科學). College of Engineering, National Tsing Hua University (國立清華大學工學院), Hsinchu, Taiwan.

[23] Lee, Chia-Yen (Sept. 29, 2016). Data Science in Manufacturing (製造資料科學). Dept. of  Computer Science and Information Engineering, National University of Tainan (國立台南大學資訊工程學系), Tainan, Taiwan. (Photo)

[22] Lee, Chia-Yen (July 26, 2016). A First Course in Manufacturing Data Science 製造資料科學的第一堂入門課. Taiwan Industry 4.0 台灣製造業轉型工業 4.0 研習會, TechOrange (科技報橘), Taipei, Taiwan.

[21] Lee, Chia-Yen (July 15, 2016). Data Science in Manufacturing (製造數據科學). School of Management and Economics (管理與經濟學院). Beijing Institute of Technology (北京理工大學), Beijing, China.

[20] Lee, Chia-Yen (July 12, 2016). Data Envelopment Analysis for Effectiveness Measure and Marginal Abatement Cost Estimation in the Power System Industry (數據包絡分析法於電力系統有效性及邊際減排成本分析). Center for Energy & Environmental Policy Research (能源與環境政策研究中心), Beijing Institute of Technology (北京理工大學), Beijing, China.(News)

[19] Lee, Chia-Yen (May 20, 2016). Think Like a Data Scientist 資料科學思考術. Taipei Municipal Daan Vocational High School. 臺北市立大安高級工業職業學校, Taipei, Taiwan.

[18] Lee, Chia-Yen (May. 12, 2016). Directional Marginal Abatement Cost of Air Pollutants in the Coal-Fired Power Industry (燃煤電廠污染排放物之方向性邊際減排成本). The 2nd Workshop on Frontier Modeling of Energy & Environment (FMEE) 第二屆能源環境前沿建模論壇, College of Economics and Management, Nanjing University of Aeronautics and Astronautics (NUAA) 南京航空航天大學, Jiangsu, China. (Agenda) (Slide) (Photo)

[17] Lee, Chia-Yen (May. 5, 2016). Logical Thinking for Graduates 研究生思考的技術. Institute of Project Management (專案管理研究所). National Chin-Yi University of Technology 國立勤益科技大學, Taichung, Taiwan.

[16] Lee, Chia-Yen (Apr. 9, 2016). Data Science in Manufacturing (製造資料科學). Dept. of Industrial Engineering Management (工業工程與管理系). National Kaohsiung University of Applied Sciences (國立高雄應用科技大學), Kaohsiung, Taiwan. (Photo1, Photo2)

[15] Lee, Chia-Yen (Jan. 29, 2016). Data Science in Manufacturing (製造資料科學). 2016 Teacher Camp of Phenix Technology (成大鳳凰科技教師研習營). College of Electrical Engineering and Computer Science, National Cheng Kung University, Tainan, Taiwan.

[14] Lee, Chia-Yen and Shao-Yen Hung (洪紹嚴) (Nov. 6, 2015).Creative Thinking 創意思考與學習的技術. Dept. of Business Administration, Asia University 亞洲大學, Taichung, Taiwan. (Photo1, Photo2)

[13] Lee, Chia-Yen (Nov. 2, 2015). Data Mining Foundations 資料探勘基石, 群創光電 Innolux Corp., Tainan City, Taiwan.

[12] Lee, Chia-Yen (Apr. 29, 2015). Intelligent Semiconductor Manufacturing Systems 智慧型半導體製造系統. Dept. of Industrial Engineering and Management, Cheng Shiu University 正修科技大學, Kaohsiung, Taiwan. (Photo)

[11] Lee, Chia-Yen (Apr. 4, 2015). An Introduction to Stochastic Nonparametric Envelopment of Data (StoNED) 隨機無母數效率前緣. 2015 Workshop on Data Envelopment Analysis for Energy & Environmental Modeling. College of Economics and Management, Nanjing University of Aeronautics and Astronautics 南京航空航天大學, Jiangsu, China. (Photo) (Slide) (News)

[10] Lee, Chia-Yen (Mar. 13, 2015). Semiconductor Manufacturing Intelligence and Advanced Manufacturing System 半導體製造智慧與先進製造系統. Innolux Corporation 群創光電, Tainan, Taiwan.

[9] Lee, Chia-Yen (Feb. 9, 2015). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial and Information Management. National Cheng Kung University 國立成功大學工業與資訊管理學系, Tainan City, Taiwan. (Slide)

[8] Lee, Chia-Yen (Nov. 25, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Management Information Systems, National Chengchi 政治大學資訊管理學系, Taipei, Taiwan. (商業資料分析:R運算 / R Computing for Business Data Analytics)

[7] Lee, Chia-Yen (Nov. 20, 2014). Carbon Cap-and-Trade 碳交易. Dept. of Aeronautics and Astronautics. National Cheng Kung University 國立成功大學航空太空工程學系, Tainan, Taiwan. (能源科技概論 / Introduction to Energy Technology)

[6] Lee, Chia-Yen (Oct. 22, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Engineering Management. National Tsing Hua University 國立清華大學工業工程與工程管理學系, Hsinchu, Taiwan.

[5] Lee, Chia-Yen (May 28, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Institute of Industrial Engineering. National Taiwan University 國立台灣大學工業工程研究所, Taipei, Taiwan.

[4] Lee, Chia-Yen (Apr. 18, 2014). Manufacturing Data Mining and Production System Optimization 製造業資料探勘獲利模式與生產系統最佳化. Dept. of Mechanical and Automation Engineering, I-Shou University 義守大學機械與自動化工程系, Taiwan. 智慧化工具機產業設備人才培育計畫. (Photo)

[3] Lee, Chia-Yen (Apr. 9, 2014). Manufacturing Intelligence: Applications and Development 製造智慧之技術應用與發展趨勢. Industrial Technology Research Institute 工業技術研究院南分院雲端服務中心, Tainan City, Taiwan.

[2] Lee, Chia-Yen (Feb. 24, 2014). Logical Thinking for Graduates 研究生思考的技術. Dept. of Industrial Engineering and Management. National Chiao Tung University 國立交通大學工業工程與管理系, Hsinchu, Taiwan. (Photo)

[1] Lee, Chia-Yen (May 8, 2013). Intelligent Manufacturing Systems in Semiconductor Manufacturing 智慧型半導體製造系統. Dept. of Mechanical Engineering, Kun Shan University 崑山科技大學機械工程學系, Taiwan. 智慧化工具機產業設備人才培育計畫.


   Presentations (Conference, Workshop, Award Competition, etc .)

[28] 俊樺(Jun-Hua Zeng) , 林順傑, 李家岩(Chia-Yen Lee), 簡裕峰, 夏啟峻, 蔡煥文 and 葉峻賓. Three-Phase Automatic Fault Detection Technique for Time-Series Dataset (時間序列資料之三階段自動化錯誤偵測技術). The 2015 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2015), Nov. 20-22, 2015, Tainan City, Taiwan.

[27] Lee, Chia-Yen and Ming-Chien Chiang (Aug. 2015). Aggregate Production Planning with Small Data in TFT-LCD Manufacturing. 2015 IEEE International Conference on Automation Science and Engineering (IEEE CASE 2015), Gothenburg, Sweden. (presentation-only)

[26] Lee, Chia-Yen (July 2015). An Introduction to Stochastic Nonparametric Envelopment of Data (StoNED). 2015 Taiwan Productivity and Efficiency Conference, Soochow University, Taipei, Taiwan.

[25] Lee, Chia-Yen (May 2015). Capacity Dilemma: Economic Scale Size versus Demand Fulfillment. Production and Operations Management  Society (POMS) 26th Annual Conference, Washington D.C., U.S.A.

[24] Lee, Chia-Yen (Dec. 2014). Multiobjective Stochastic Programming and Production Economics for Addressing A Capacity Dilemma (以多目標隨機規劃與生產經濟學權衡產能困境). 2014 Chinese Institute of Industrial Engineers Annual Conference, Taipei, Taiwan. (2014中國工業工程學會年會暨學術研討會最佳論文獎)

[23] Chen, Bo-Syun and Chia-Yen Lee (Aug. 2014). MECE Variable Selection: an Example of Semiconductor Manufacturing. International Symposium on Semiconductor Manufacturing Intelligence, Taipei, Taiwan. (2014國際半導體製造智慧模式與決策組最佳論文獎)

[22] Lee, Chia-Yen and P. Zhou (Jun. 2014). Marginal Abatement Cost Estimation of Air Pollution Emissions by Directional Marginal Productivity. North American Productivity Workshop (NAPW VIII), Carleton University, Ottawa, Canada.

[21] Lee, Chia-Yen (Dec. 2013). Shadow Price Estimation of Air Pollution Emissions in Cap-and-Trade Regulation (估計空氣汙染之影子價格於碳排放總量管制與碳交易市場政策). 2013 Chinese Institute of Industrial Engineers Annual Conference, Pingtung, Taiwan. (2013中國工業工程學會年會暨學術研討會最佳論文獎)

[20] Liu, Wei-Yi, Chia-Yen Lee, T. Yang, J.-C. Lu (Sept. 2013). Simulation Model and Multi-Criteria Decision Making for Layout Design of Cellular Manufacturing in a Solar Cell Manufacturer. Joint Symposium of e-Manufacturing & Design Collaboration (eMDC) and International Symposium on Semiconductor Manufacturing (ISSM), Hsinchu, Taiwan. (2013工業工程學會碩士論文競賽生產系統組佳作)

[19] Lin, Shu-Hung, Chia-Yen Lee, T. Yang, J.-C. Lu (Sept. 2013). Two-Phase Simulation Optimization for Vendor Selection and Order Allocation in a Solar Cell Manufacturer. Joint Symposium of e-Manufacturing & Design Collaboration (eMDC) and International Symposium on Semiconductor Manufacturing (ISSM), Hsinchu, Taiwan. (2013中華民國管理科學學會供應鏈管理碩士論文獎優勝;2013工業工程學會碩士論文競賽生產系統組優勝)

[18] Lee, Chia-Yen (Jun. 2013), “Multi-Product Differential Characteristics of Efficient Frontier in Data Envelopment Analysis”, The 13th European Workshop on Efficiency and Productivity Analysis (EWEPA"13), Aalto University School of Business, Helsinki, Finland.

[17] Lee, Chia-Yen and A. L. Johnson (July 2012), “Effectiveness: A Measure of Demand Effect in Productivity Analysis”, 2012 Taiwan Productivity and Efficiency Conference, National Taiwan University and Soochow University, Taipei, Taiwan.

[16] Lee, Chia-Yen and A. L. Johnson (June 2012), “Allocative Efficiency in an Oligopolistic Market: An example of Rational Inefficiency”, North American Productivity Workshop (NAPW) VII, Rice University, Houston, Texas.

[15] Lee, Chia-Yen, A. L. Johnson, E. Moreno-Centeno, and T. Kuosmanen (Nov. 2011), “An Efficient Algorithm for Convex Nonparametric Least Squares”, INFORMS Annual Meeting, Charlotte, North Carolina.

[14] Lee, Chia-Yen and A. L. Johnson (Nov. 2011), “Proactive Data Envelopment Analysis: Effective Production in Stochastic Environments”, INFORMS Annual Meeting, Charlotte, North Carolina.

[13] Lee, Chia-Yen and A. L. Johnson (Nov. 2011), “A Nash-Cournot Oligopolistic Market Equilibrium in Productivity Analysis”, INFORMS Annual Meeting, Charlotte, North Carolina.

[12] Lee, Chia-Yen and A. L. Johnson (March 2011), “Proactive Data Envelopment Analysis: Effective Production under Stochastic Environment”, Student Research Week, Texas A&M University, College Station, Texas.

[11] Lee, Chia-Yen and A. L. Johnson (Jan. 2011), "Measuring Demand, Capacity and Profitability Efficiency Change", presented at DEA Interest Group of the Japanese Operations Research Society, Tokyo, Japan.

[10] Lee, Chia-Yen and A. L. Johnson (Nov. 2010), “A Decomposition of Productivity Change in the Semiconductor Manufacturing Industry”, INFORMS Annual Meeting, Austin, Texas.

[9] Lee, Chia-Yen and A. L. Johnson (June 2010), “Measuring Demand, Capacity and Profitability Efficiency Change”, North American Productivity Workshop (NAPW), Rice University, Houston, Texas.

[8] Liao, J., Chia-Yen Lee, J. Zheng, C. Chien, and A. Hsu (Dec. 2007), “A Decision Support System for New Fab Scheduling in Semiconductor Manufacturing”, The 8th Asia-Pacific Industrial Engineering and Management System and 2007 Chinese Institute of Industrial Engineers Conference, Kaohsiung, Taiwan.

[7] Liao, J., Chia-Yen Lee, J. Zheng, C. Chien, and A. Hsu (Aug. 2007), “A Decision Support System for New Fab Scheduling”, CPO innovation competition, Taiwan Semiconductor Manufacturing Company, Hsinchu, Taiwan.

[6] Chien, C., Chia-Yen Lee, and W. Wu (Feb. 2007), “An Efficient Computational Procedure for Determining the Container Loading Pattern”, 2007 International Conference on Intelligent Manufacturing & Logistics Systems, Kitakyushu, Japan.

[5] Lee, Chia-Yen (Nov. 2006), "Constructing a Portfolio Optimization Model for Vendor Selection and Order Allocation under Delivery Uncertainty", Master Thesis Competition, Operations Research Society of Taiwan, Yuan Ze University, Chung-Li, Taiwan.

[4] Lee, Chia-Yen (Oct. 2006), "Constructing a Portfolio Optimization Model for Vendor Selection and Order Allocation under Delivery Uncertainty", Master Thesis Competition in Supply Chain Management, DHL Worldwide Express, National Taiwan University of Science and Technology Taipei, Taiwan.

[3] Lee, Chia-Yen, Chen-Fu Chien, C. Chen, E. Chiang, C. Chien, F. Tseng, C. Lin, W. Chou and S. Wang (Dec. 2005), “Modeling and Simulation Analysis for Capacity Planning Evaluation for TFT-LCD Fab Expansion and An Empirical Study”, the Chinese Institute of Industrial Engineers National Conference, Hsinchu, Taiwan.

[2] Lee, Chia-Yen and Chen-Fu Chien (Oct. 2005), “A Decision Support System for Multiple Container Loading in Global Logistics of Automobile Industry”, The 3th Distribution and Global Logistics Paper Conference, National Taichung Institute of Technology, Taichung, Taiwan.

[1] Shen, C., Chia-Yen Lee, L. Ko (Jan. 2005), “Measuring the Efficiency of Foodstuff Industry in Taiwan by Data Envelopment Analysis”, The 9th Decision Analysis Conference, National Tsing Hua University, Hsinchu, Taiwan.