MEMBERS

中心成員
  • 姓名 :

    李昇暾

  • 職稱 :

    特聘教授 Distinguished Professor

  • 所屬實驗室 :

    金融科技與人工智慧實驗室

  • 系所名稱 :

    工業與資訊管理研究所

  • 個人資料網頁 :

    點此進入

  • 學術成大 :

    點此進入

  • 洽談合作信箱 :

    stli@mail.ncku.edu.tw

關於

核心技術專長領域

  • 人工智慧技術
  • 區塊鏈技術及大數據據分析
  • 雲端運算
  • 資料探勘
  • 機器學習、行動支付

 

FinTech研究領域專長

  • Deposit & Lending
  • Investment Management
  • 數位金融或網銀相關
  • 智能投資理財
  • 商用決策系統

 

Domain Knowledge領域專長

  • 人工智慧 Artificial intelligence
  • 企業智慧 Business intelligence
  • 雲端智慧 Cloud intelligence
  • 大數據分析

 

研究領域

Artificial Intelligence and Decision Support Systems

  • ABC intelligence: Artificial intelligence, business intelligence and cloud intelligence
  • Decision analytics: big data analtics
  • Machine learning: deep learning, data mining, text mining
  • Knowledge engineering: neural networks, fuzzy computing, evolutionary computing, knowldege-based systems

Java cloud computing

 

近期計畫

  • 發表期刊論文:“Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise,” Neurocomputing, 439→預期可針對金融業存在雜訊的相關資料集,運用此模型做進一步研究。
  • 發表期刊論文:“Firm capability assessment via the BSC and DEA,” Industrial Management & Data Systems, 121(3)→針對金融相關行業,可運用此模型協助高階管理人員做出適當的資源分配決策。
  • 發表研討會論文:“Vault Cash Forecasting in Bank Branches with Deep Learning,” 2021 金融科技、監理法遵與綠色金融之國際趨勢與展望論壇→可應用於金融業之庫存現金之預測
  • 科技部、2021/08/01~2022/07/31、處方式分析學於金融科技庫存現金運補規劃之研究
  • 科技部、2020/08/01~2021/07/31、單調性極限學習機模型於單類別分類之研究,MOST 109-2410-H-006-044
  • 科技部、2019/06/01~2020/05/31、智能鞋墊虛實整合之創新服務營運模式
  • 科技部、2019/08/01~2022/07/31、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
  • 科技部、2019/08/01~2020/07/31、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
  • 科技部、2018/08/01~2019/10/31、隱性主題模型於群眾募資預測之研究

 

人才培育成果

  • 指導學生張幼銘碩士論文,並參加2021年第十四屆崇越論文大賞競賽獲得佳作論文獎。
近期開課

開課名稱:計算機程式及應用

開課系所:工資系

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0110&sem=2&co_no=H320300&class_code=


開課名稱:人工智慧

開課系所:工資所、資管所

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0110&sem=1&co_no=R770400&class_code=


開課名稱:人工智慧導論

開課系所:工資系

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0108&sem=2&co_no=H335800&class_code=


開課名稱:企業智慧與決策支援系統

開課系所:工資所、資管所

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0108&sem=2&co_no=R358700&class_code=


開課名稱:計算機概論

開課系所:工資系

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0108&sem=1&co_no=H311100&class_code=


開課名稱:資訊管理

開課系所:EMBA碩專

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0108&sem=1&co_no=R055500&class_code=Y


開課名稱:知識工程

開課系所:工資所、資管所

課綱連結:http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0108&sem=1&co_no=R380400&class_code=2

近五年著作

FinTech專書或專章出版

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。

 

期刊暨研討會學術發表:

  1. Sheu, M. J., Chin, T. W., Ku, F. P., Li, C. Y., Li, S. T., & Lu, T. H. (2022). Validation of coding algorithms for identifying people with viral hepatitis using claims data according to different standard references. BMC infectious diseases22(1), [222]. 
  2. Lee, P. C., Kao, F. Y., Liang, F. W., Lee, Y. C., Li, S. T., & Lu, T. H. (2021). Existing data sources in clinical epidemiology: The Taiwan national health insurance laboratory databases. Clinical Epidemiology13, 175-181. 
  3. Lin, C., Ting, S. F., Lee, L., & Lin, S. T. (2021). Firm capability assessment via the BSC and DEA. Industrial Management and Data Systems121(3), 567-593. 
  4. Fuzzy k-Nearest Neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise
  5. Firm capability assessment via the BSC and DEA
  6. Existing Data Sources in Clinical Epidemiology: The Taiwan National Health Insurance Laboratory Databases
  7. 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.
  8. 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.
  9. 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.
  10. 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.
  11. 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.
  12. 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.
  13. 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.
  14. 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.
  15. 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.
  16. 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.

  

 

產學成果

專利申請或技轉

永豐銀行合作,預計申請「智慧OOOO決策輔助系統」之專利

 

產學研究案

  1. 群創光電產學案,2021/07/01 - 2023/06/30
  2. 永豐銀行產學案,2021/07/01 - 2022/06/30
  3. 優貝克科技產學案,2021/03/01 - 2021/06/30
  4. 群創光電產學案,2020/02/01 - 2021/01/31
  5. 永豐銀行產學案,2020/02/01 - 2020/06/30
  6. 同宏鞋行產學案,2019/06/01 - 2020/05/31

(因保密協定限制,合作專案名稱不予揭露)

合作公司

公司名稱:永豐銀行

公司網站連結:https://bank.sinopac.com/sinopacBT/index.html


公司名稱:群創光電股份有限公司

公司網站連結:http://www.innolux.com/


公司名稱:同宏鞋行

公司網站連結:https://www.twincn.com/item.aspx?no=56971647


公司名稱:優貝克科技

公司網站連結:https://www.ulvac.com.tw/

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