成功大學統計學系

系所成員
姓名 李政德
職稱 副教授
專長領域 機器學習、深度學習、資料探勘、社群網路分析、推薦系統、自然語言處理、物聯網與智慧城市
E-mail chengte@ncku.edu.tw
辦公室 管理學院統計系館4樓62443室
聯絡電話 (06)2757575~53628
個人網頁 http://myweb.ncku.edu.tw/~chengte/
經 歷(Main Experiences)
  • 成功大學統計學系/數據科學所副教授(2019.02-目前)
  • 成功大學統計學系/數據科學所助理教授(2016.08-2019.01)
  • 盧森堡大學資訊科學系訪問學者(2016.05-2016.07)
  • 中央研究院資訊科技創新研究中心助研究員(2014.06-2016.07)
  • 中央研究院資訊科學所博士後研究員(2014.03-2016.05)
學歷(Education)
  • 臺灣大學資訊網路與多媒體研究所博士(2013.01)
  • 臺灣大學資訊網路與多媒體研究所(2009.06)
  • 政治大學資訊科學系學士(2007.06)
研究方向(Research Field)
  • 網路特徵表示學習
  • 社群資訊散播預測
  • 深度學習推薦系統
  • 深度學習之自然語言處理應用
  • 機器學習之智慧城市與物聯網應用
期刊論文
  1. A check-in shielding scheme against acquaintance inference in location-based social networks
    Chen, B. H., Li, C. T. & Chuang, K. T., 2019 十一月 1, 於 : World Wide Web. 22, 6, p. 2321-2354 34 p.
  2. An active learning-based approach for location-aware acquaintance inference
    Chen, B. H., Li, C. T., Chuang, K. T., Pang, J. & Zhang, Y., 2019 六月 4, 於 : Knowledge and Information Systems. 59, 3, p. 539-569 31 p.
  3. Inferring online social ties from offline geographical activities
    Hsieh, H-P. & Li, C-T., 2019 一月 1, 於 : ACM Transactions on Intelligent Systems and Technology. 10, 2, a17.
  4. Mentor-spotting: recommending expert mentors to mentees for live trouble-shooting in Codementor
    Li, C-T., 2019 十一月 1, 於 : Knowledge and Information Systems. 61, 2, p. 799-820 22 p.
  5. Temporal popularity prediction of locations for geographical placement of retail stores
    Hsieh, H-P., Lin, F., Li, C-T., Yen, I. E. H. & Chen, H. Y., 2019 七月 1, 於 : Knowledge and Information Systems. 60, 1, p. 247-273 27 p.
  6. Towards a more reliable privacy-preserving recommender system
    Jiang, J. Y., Li, C. T. & Lin, S. D., 2019 五月, 於 : Information sciences. 482, p. 248-265 18 p.
  7. Who should I invite: predicting event participants for a host user
    Jiang, J. Y. & Li, C. T., 2019 六月 4, 於 : Knowledge and Information Systems. 59, 3, p. 629-650 22 p.
  8. A cross-domain recommendation mechanism for cold-start users based on partial least squares regression
    Li, C-T., Hsu, C. T. & Shan, M. K., 2018 十一月 1, 於 : ACM Transactions on Intelligent Systems and Technology. 9, 6, 67.
  9. Forecasting participants of information diffusion on social networks with its applications
    Li, C. T., Lin, Y. J. & Yeh, M. Y., 2018 一月, 於 : Information sciences. 422, p. 432-446 15 p.
  10. On route planning by inferring visiting time, modeling user preferences, and mining representative trip patterns
    Li, C. T., Chen, H. Y., Chen, R. H. & Hsieh, H. P., 2018 九月 1, 於 : Knowledge and Information Systems. 56, 3, p. 581-611 31 p.
  11. Social Flocks: Simulating Crowds to Discover the Connection between Spatial-Temporal Movements of People and Social Structure
    Li, C-T. & Lin, S. D., 2018 三月 1, 於 : IEEE Transactions on Computational Social Systems. 5, 1, p. 33-45 13 p.
  12. Team formation with influence maximization for influential event organization on social networks
    Li, C. T., Huang, M. Y. & Yan, R., 2018 七月 1, 於 : World Wide Web. 21, 4, p. 939-959 21 p.
  13. Modeling city locations as complex networks: An initial study
    Zhou, L., Zhang, Y., Pang, J. & Li, C. T., 2017 一月 1, 於 : Studies in Computational Intelligence. 693, p. 735-747 13 p.
  14. Exploiting concept drift to predict popularity of social multimedia in microblogs
    Li, C. T., Shan, M. K., Jheng, S. H. & Chou, K. C., 2016 四月 20, 於 : Information sciences. 339, p. 310-331 22 p.
  15. Automatic generation of visual story for fairy tales with digital narrative
    Li, C. T., Huang, C. J. & Shan, M. K., 2015 七月 1, 於 : Web Intelligence and Agent Systems. 13, 2, p. 115-122 8 p.
  16. On team formation with expertise query in collaborative social networks
    Li, C-T., Shan, M. K. & Lin, S. D., 2015 二月 1, 於 : Knowledge and Information Systems. 42, 2, p. 441-463 23 p.
  17. Mining and generating large-scaled social networks via MapReduce
    Lo, Y. C., Lai, H. C., Li, C. T. & Lin, S. D., 2013 一月 1, 於 : Social Network Analysis and Mining. 3, 4, p. 1449-1469 21 p.
  18. Modeling and evaluating information propagation in a microblogging social network
    Li, C. T., Kuo, T. T., Ho, C. T., Hong, S. C., Lin, W. S. & Lin, S. D., 2013 一月 1, 於 : Social Network Analysis and Mining. 3, 3, p. 341-357 17 p.
  19. A social network evolution model based on seniority
    Ko, Y. K., Lou, J. K., Li, C. T., Lin, S. D. & Jeng, S. K., 2012 一月 1, 於 : Social Network Analysis and Mining. 2, 2, p. 107-119 13 p.
  20. Time-sensitive route planning using location-based data
    Hsieh, H-P., Li, C-T. & Lin, S. D., 2013 一月 1, p. 1121-1128. 8 p.
  21. VizStory: Visualization of digital narrative for fairy tales
    Huang, C. J., Li, C-T. & Shan, M. K., 2013 一月 1, p. 67-72. 6 p.
  22. X2-Search: Contextual expert search in social networks
    Li, C. T. & Shan, M. K., 2013 一月 1, p. 176-181. 6 p.
研討會論文
  1. Query Embedding Learning for Context-based Social Search
    Li, C. T. & Chen, Y. C., 2019 一月 1, 於 : CEUR Workshop Proceedings. 2482
  2. Sampling heterogeneous networks
    Yang, C. L., Kung, P. H., Li, C. T., Chen, C. A. & Lin, S. D., 2013 十二月 1, 於 : Proceedings - IEEE International Conference on Data Mining, ICDM. p. 1247-1252 6 p., 6729629.
其他著作
  1. Mining heterogeneous social networks for egocentric information abstraction
    Li, C. T. & Lin, S. D., 2010 十二月 1, From Sociology to Computing in Social Networks: Theory, Foundations and Applications. Springer Vienna, p. 35-58 24 p.
獎勵榮譽
  • 2018 科技部年輕學者榮譽名銜(哥倫布計畫)
  • 2018 臺灣綜合大學年輕學者創新研究成果選拔佳作獎
  • 2017 科技部106年度優秀年輕學者研究計畫
  • 2016 潘文淵文教基金會考察研究獎
  • 2013 中華民國人工智慧學會博士論文佳作獎
  • 2013 中華民國計算語言學學會博士論文獎
  • 2012 臺灣大學傑出表現獎學金
  • 2012 ACM KDD Cup First Prize
  • 2012 Facebook Fellowship Finalist Award. (30/300 worldwide, only 3 from Asia)
  • 2011 IEEE/ACM ASONAM 2011 Best Paper Award
  • 2010 Microsoft Research Asia Fellowship (微軟學者獎學金)