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Members

  • Name:

    Sheng-Tun Li

  • Job Title:

    Distinguished Professor

  • Research Centre:

    Research Lab of FinTech And Artificial Intelligence

  • Department:

    Institute of Information Management

  • Personal Website:

    Click here

  • Research NCKU:

    Click here

  • Email :

    stli@mail.ncku.edu.tw

About

Research Interests

  • Artificial Intelligence
  • Business Intelligence
  • Big Data Analysis
  • Intelligent Decision Support Systems

 

Short-term Plans

學術性計畫：

  • 深度強化學習法於金融科技時間序列預測之研究
    MOST-108-2410-H-006-106-MY3, 2019/08/01 ～ 2022/07/31
  • 深度單類別文本分類法於偵測藥物不良反應之研究
    MOST 108-2410-H-006-107, 2019/08/01~2020/07/31
  • 隱性主題模型於群眾募資預測之研究
    107-2410-H-006-046, 2018/08/01 ～ 2019/07/31
  • TOPSIS群體決策環境下整合策略之研究
    MOST 105-2410-H-006-037, 2016/08/01 ～ 2017/07/31
  • 具先前領域知識大型支援向量機之研究
    MOST 105-2410-H-006 -038 -MY3, 2016/08/01 ～ 2019/07/31
  • 以線上產品評論探勘法建構高涉入性3C產品特徵價格分析模型之研究
    MOST 104-2410-H-006 -052, 8/2015-7/2016

 

產學合作計畫：

  • 模組關鍵製程-壓合應用智慧生產資料分析由自動化邁向智能化

群創光電股份有限公司，109SMIC-RC04，2020/02/01~2021/01/31。

  • 智慧庫存現金流預測分析

永豐銀行， 2020/2/1~2020/6/30。

  • 智能鞋墊虛實整合之創新服務營運模式
Course Teachings

Course Name：INTRODUCTION TO ARTIFICIAL INTELLIGENCE

Department/Institute：Department of Industrial and Information Management

Syllabus

Course Name：BUSINESS INTELLIGENCE AND DECISION SUPPORT SYSTEMS

Department/Institute：Institute of Information Management

Syllabus

Course Name：INTRODUCTION TO COMPUTER SCIENCE

Department/Institute：Department of Industrial and Information Management

Syllabus

Course Name：INFORMATION MANAGEMENT

Department/Institute：EMBA

Syllabus

Course Name：KNOWLEDGE ENGINEERING

Department/Institute：Department of Industrial and Information Management and Institute of Information Management

Syllabus

Publication
  1. Sheu, M.-J., Liang, F.-W., Li, S.-T., Li, C.-Y., Lu, T.-H., Validity of ICD-10-CM Codes Used to Identify Patients with Chronic Hepatitis B and C Virus Infection in Administrative Claims Data from the Taiwan National Health Insurance Outpatient Claims Dataset, Clinical Epidemiology (SCI), Vol. 12, 185-192, 2020.

 

  1. González, S., García, S., Li, S.-T., John, R. & Herrera, F., Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise, accepted by Neurocomputing (SCI), Dec. 2019.

 

  1. Chuang, H.-C., Chen, C.-C., Li, S.-T.*, Incorporating monotonic domain knowledge in support vector learning for data mining regression problems, accepted by Neural Computing and Applications (SCI), Dec. 2019.

 

  1. Li, S.-T.*, Pham, T. T., Chuang, H.-C., Do reviewers’ words affect predicting their helpfulness ratings? Locating helpful reviewers by linguistics styles, Information & Management (SSCI), Vol. 56, No. 1, pp. 28-38, Jan. 2019.

 

  1. González, S., García, S., Li, S.-T., & Herrera, F., Chain based Sampling for Monotonic Imbalanced Classification, Information Sciences (SCI), Vol. 474, pp. 187-204, Feb. 2019.

 

  1. C. Chou and S.-T. Li, Hybridizing MCDM with Resource-based View toward Resource Planning in Mobile Telecommunications (in Chinese), Sun Yat-Sen Management Review (TSSCI), Vol. 26, No. 2, pp. 239 – 275, June 2018.

 

  1. Lu, T.-H., Li, S.-T., Liang, F.-W., Lee, J.-C., and Yin, W.-H., When high-volume PCI operators in high-volume hospitals move to lower volume hospitals—Do they still maintain high volume and quality of outcomes? Catheterization and Cardiovascular Interventions (SCI), Vol. 92, No. 4, pp. 644-650, Oct. 2018.

 

  1. Lu, T.-H., Li, S.-T., and Yin, W.-H., Graphical Representations of Mortality Data with Confidence Intervals, Circulation: Cardiovascular Quality and Outcomes (SCI), Vol. 10, No. 3, Mar. 2017.

 

  1. Li, S.-T.*, Pham, T. T., Chuang, H.-C., and Wang, C.-W., Does Reliable Information Matter? Toward a Trustworthy Co-Creating Recommendation System by Mining Unboxing Reviews, Information Systems and e-Business Management (SSCI), Vol. 14, No. 1, pp. 71-99, 2016.

  

  1. Han, P. H., Li, S.-T., Hsu, M. H., & Lu, T. H. “An Analysis of the Current Status and Utilization of Government Health and Welfare Open Data in Taiwan,” (in Chinese) Taiwan Journal of Public Health (TSSCI), Vol. 35, No. 4, pp. 395-405, 2016.

  

  1. Li, S.-T.* and Chen, C.-C., A Regularized Monotonic Fuzzy Support Vector Machine Model for Data Mining with Prior Knowledge, IEEE Transactions on Fuzzy Systems (SCI), Vol. 23, No. 5, pp. 1713-1727, Nov. 2015, NSC99-2410-H-006-054-MY3, NSC102-2410-H-006-080-MY3.

  

  1. Lin, C.-W., Hong, T.-P., Gan, W., Chen, H.-Y., and Li, S.-T., “Incremental Updating the Discovered Sequential Patterns based on Pre-large Concepts,” Intelligent Data Analysis (SCI), Vol. 19, No. 5, 19(5), pp. 1071-1089, Sept. 2015.

 

  1. Ho, H.-F. and Li, S.-T.*, Using Mutually Validated Memories of Experts for Case-based Knowledge Systems, Knowledge-Based Systems (SCI), Vol. 86, pp. 102-115, Sept. 2015, NSC99-2410-H-006-054-MY3 and MOST 103-2410-H-006 -050.

 

  1. 陳憲煜、鄭哲舟、李昇暾、莊惠棋、張有彤, 以商業智慧方法論分析台灣健保體系下醫事人員流動趨勢，醫院雙月刊48卷2期, pp. 6-23, 2015/04/30 (台灣醫院協會醫院雙月刊第二屆最佳論文獎第一名)。

 

專書

李昇暾、詹智安。2019。區塊鏈智能合約與DApp實務應用。碁峯資訊。台北。

 

University-Industry
Cooperation

1.群創光電股份有限公司

模組關鍵製程-壓合應用智慧生產資料分析由自動化邁向智能化

 

2.永豐銀行

智慧庫存現金流預測分析

 

3.同宏鞋行

智能鞋墊虛實整合之創新服務營運模式

 

4.港香蘭藥廠

以視覺化深化顧客分群

Partner Company

 

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