李昕潔

   

李昕潔助理教授

地址:新竹市大學路1001號綜合一館7F 720

電話:886-3-5712121 ext.57519

e-mail:hero[at]nctu.edu.tw

 

研究方向

  • Machine Learning 機器學習
  • Computational Intelligence and Decision Support System 計算智慧與決策支援系統
  • Pattern Recognition 模式識別
  • Data Science 資料科學
  • Technology Policy 科技政策 

 

學歷

  • 英國曼徹斯特大學 - 電腦科學 博士
  • 英國劍橋大學 - 科技政策 研究碩士
  • 英國雪菲爾大學 - 電腦科學 科學工程碩士 

 

榮譽/獲獎

  • Selected Papers Award of ISDA-2008 (by IEEE) 
  • Outstanding Academic Achievement of Queens’ College, University of Cambridge 2012 

 

教學

  • 科技與資訊導論
  • 人工智慧之商業應用
  • 工業4.0與科技管理
  • 巨量資料學習之理論與應用
  • 大數據之創新管理與應用
  • 機器學習演算法與應用
  • 計算智慧與決策支援系統
  • 離散數學
  • 統計學

 

學術著作

  • A. SCI 期刊論文
  1. Lee, S. -J.#, Zeng, X. -J. and Wang, H. S. (2009). Generating Automatic Fuzzy System from Relational Database System for Estimating Null Values. Cybernetics and Systems, vol. 40, no.6, pp. 528-548. (1st Author, SCI Impact Factor = 1.434)
  2. Wang, S. and Lee, S. -J. * (2012). A Robust Boosting by Using an Adaptive Weight Scheme. Cybernetics and Systems, vol. 43, no. 7, pp. 567-584. (Corresponding Author, SCI Impact Factor = 1.434)
  3. Lee, S. -J. #, Lin, G. T. –R. and Hsi, P. –H. (2017). Industrial Cluster Development and Its Contribution to Economic Growth in Taiwan – Hsinchu Science and Industrial Park. Journal of Scientific & Industrial Research, vol. 76, no. 5, pp. 273-278. (1st Author, SCI Impact Factor = 0.557)
  4. Jiang, Q., Jin, X., Lee, S. -J. * and Yao. S. (2017). Protein Secondary Structure Prediction: A Survey of the State of the Art. Journal of Molecular Graphics and Modelling. vol. 76, pp. 379-402. (Corresponding Author, SCI Impact Factor = 1.754)
  5. Jin, X., Jiang, Q., Chen, Y., Lee, S. –J., Nie, R., Yao, S., Zhou, D. and He, K. (2017). Similarity/Dissimilarity Calculation Methods of DNA Sequences: A Survey. Journal of Molecular Graphics and Modelling. vol. 76, pp. 342-355. (SCI Impact Factor = 1.754)
  6. Lee, S. –J. #, Lin, G. T. –R., Li, C. and His, P. H. (2017). The Development of Artificial Life and Its Relationship with Artificial Intelligence. Journal of Scientific & Industrial Research, vol. 76, no. 10, pp. 605-607. (1st Author, SCI Impact Factor = 0.557)
  7. Jiang, Q., Jin, X., Lee, S. -J. * and Yao, S. (2017). A Novel Multi-Focus Images Fusion Method based on Stationary Wavelet Transform and Local Features of Fuzzy Sets. IEEE Access Journal, vol. 5, pp. 20286-20302. (Corresponding Author, SCI Impact Factor = 3.244)
  8. Lee, S. –J. #, Lin, G. T. –R. and Yu, W. H. (2017). The Strategic Analysis of Driving Forces Determining Success for a Console Manufacturer in the Console Market – the Positioning Strategy of Nintendo. Journal of Scientific & Industrial Research, vol. 76, no. 11, pp. 681-684. (1st Author, SCI Impact Factor = 0.557)
  9. Lee, S. –J. #, Xu, Z., Li, T. and Yang, Y. (2017). A Novel Bagging C 4.5 Algorithm Based on Wrapper Feature Selection for Supporting Wise Clinical Decision Making. Journal of Biomedical Informatics. (1st Author, accepted and will appear, SCI Impact Factor = 2.753)
  10. Ho, W. C., Lee, A. W., Lee, S. –J. and Lin, G. T. –R. (2017). The Application of Quality Function Deployment to Smart Watches – The House of Quality for Improved Product Design. Journal of Scientific & Industrial Research. (accepted and will appear, SCI Impact Factor = 0.557)
  11. Jin, X., Jiang, Q., Yao, S., Zhou, D., Nie, R., Lee, S. –J. and He, K. (2017). Infrared and Visual Images Fusion Method Based on Discrete Cosine Transform and Local Spatial Frequency in Discrete StationaryWavelet Transform Domain. Infrared Physics & Technology. (accepted and will appear, SCI Impact Factor = 1.713)
  • B. 會議論文
  1. Lee, S.-J. # and Zeng, X.-J. (2008). A modular method for estimating null values in relational database systems. In Proceedings of the Eighth International Conference on Intelligent Systems Design and Applications, vol. 2. Kaohsiung, Taiwan, Republic of China, pp. 415-419.(IEEE Conference, 1st Author)
  2. Lee, S. -J. # and Zeng, X. -J. (2010). A three-part input-output clustering-based approach to fuzzy system identification. In Proceedings of the Tenth International Conference on Intelligent Systems Design and Applications, Cairo, Egypt, pp. 55-60. (IEEE Conference, 1st Author)
  3. Lee, S. -J. # and Zeng, X. -J. (2012). A similarity-based learning algorithm for fuzzy system identification with a two-layer optimization scheme. In: Fuzzy Systems (FUZZ-IEEE 2012), 2012 IEEE International Conference on. 10-15 June 2012. pp. 1-8. (IEEE Conference, 1st Author)
  4. Lee, S. –J. # and Lim, S. S. (2016). A hybrid scheme based on fuzzy inference systems and its application to Industry 4.0 – recipe simplification. Abstract: 2016 International Symposium on Semiconductor Manufacturing Intelligence (ISMI 2016), Hsinchu, Taiwan,7-10 August 2016. pp. 42. (ISMI 16, 1st Author)
  5. Lee, A. –W, Lin, G. T. –R., Kuo, W, -H., and Lee, S. -J. (2017). Application of quality function deployment in smartwatch. In: Portland International Center for Management of Engineering and Technology 2017. (PICMET’17)
  6. Lee, S. –J. # and Lin, G. T. –R. (2017).In: International Conference on Information Society and Smart Cities 2018.(ISC 18, accepted, 1st Author)
  • C. 其它
  1. Lee, S. –J. # and Wang, H. -S. (2009). A dynamic modular method for estimating null values in relational database systems. International Journal of Computer Information Systems and Industrial Management Applications, vol. 1, pp. 249-257.(International Journal paper accepted by selected papers from ISDA 08, IEEE, 1st Author)