研究室
管(CM) 4104

連絡電話
07-5252000 #4734

電子信箱
kplin@mis.nsysu.edu.tw

個人網站
http://kplin.mis.nsysu.edu.tw

研究領域
1.資料探勘
2.資料管理
3.機器學習
4.商業智慧

學歷

  • 國立交通大學資訊工程學士
  • 國立台灣大學電機工程博士 (計算機科學組)

經歷

  • 國立中山大學資訊管理學系助理教授 2012/8~
  • 預官 2011/8~2012/7

學術榮耀

  • 潘文淵文教基金會考察研究獎, 2014

期刊論文

  1. K.-P. Lin, Privacy-Preserving Kernel k-Means Clustering Outsourcing with Random Transformation, Knowledge and Information Systems, Vol.49, No.3, 2016, pp.885-908
  2. K.-P. Lin, Y.-W. Chang, and M.-S. Chen, Secure Support Vector Machines Outsourcing with Random Linear Transformation, Knowledge and Information Systems, Vol.44, No.1, 2015, pp.147-176
  3. S.-H. Wu, K.-P. Lin, H.-H. Chien, C.-M. Chen, and M.-S. Chen, On Generalizable Low False-Positive Learning Using Asymmetric Support Vector Machines, IEEE Transactions on Knowledge and Data Engineering, Vol.25, No.5, 2013, pp.1083-1096
  4. K.-P. Lin and M.-S. Chen, On the Design and Analysis of the Privacy-Preserving SVM Classifier, IEEE Transactions on Knowledge and Data Engineering, Vol.23, No.11, 2011, pp.1704-1717
  5. K.-T. Chuang, K.-P. Lin, and M.-S. Chen, Quality-Aware Sampling and its Applications in Incremental Data Mining, IEEE Transactions on Knowledge and Data Engineering, Vol.19, No.4, 2007, pp.468-484

研討會論文

  1. K.-P. Lin, C.-Y. Shen, T.-L. Chang and T.-M. Chang, A Consumer Review-Driven Recommender Service for Web E-Commerce, Proceedings of the 10th IEEE International Conference on Service Oriented Computing and Applications (SOCA-2017), 2017
  2. T.-M. Chang, G.-H. Hu, M.-F. Hsu and K.-P. Lin, Integration of Social Media News Mining and Text Mining Techniques to Determine a Corporate’s Competitive Edge, Proceedings of the 21st Pacific Asia Conference on Information Systems (PACIS-2017), 2017
  3. Y.-J. Cheng, M.-H. Chen, F.-C. Cheng, K.-P. Lin and C.-J. Yang, Enhance the Processing and Management Efficiency of Dental Laboratory by the Strategy of Productivity 4.0, Proceedings of the 2017 IEEE International Conference on Applied System Innovation (ICASI-2017), 2017
  4. T.-M. Chang, M.-F. Hsu, G.-H. Hu, K.-P. Lin, Salient Corporate Performance Forecasting based on Financial and Textual Information, Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC-2016), 2016, pp.959-964
  5. T.-M. Chang, C.-H. Sung, G.-H. Hu, M.-F. Hsu, and K.-P. Lin, Identifying Highly Potential Enterprises with Social Computing on Supply Chain Networks, Proceedings of the 8th IEEE International Conference on Social Computing and Networking (SocialCom-2015), 2015, pp.261-266
  6. K.-P. Lin, C.-Y. Lai, P.-C. Chen, and S.-Y. Hwang, Personalized Hotel Recommendation Using Text Mining and Mobile Browsing Tracking, Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics (SMC-2015), 2015, pp.191-196
  7. K.-P. Lin and Y.-C. Yang, Efficient Approximation for Large-Scale Kernel Clustering Analysis, Proceedings of the 18th Pacific Asia Conference on Information Systems (PACIS-2014), 2014
  8. K.-P. Lin, Privacy-Preserving Kernel k-Means Outsourcing with Randomized Kernels, Proceedings of the 13th IEEE International Conference on Data Mining Workshops (ICDMW-2013), 2013, pp.860-866
  9. K.-P. Lin and M.-S. Chen, Efficient Kernel Approximation for Large-Scale Support Vector Machine Classification, Proceedings of the 11th SIAM International Conference on Data Mining (SDM-2011), 2011, pp.211-222
  10. K.-P. Lin and M.-S. Chen, Towards Communication-Efficient Private Location Dependent Queries, Proceedings of the 26th ACM Symposium on Applied Computing (SAC-2011), 2011, pp.433-438
  11. K.-P. Lin and M.-S. Chen, Privacy-Preserving Outsourcing Support Vector Machines with Random Transformation, Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2010), 2010, pp.363-372
  12. K.-P. Lin and M.-S. Chen, Releasing the SVM Classifier with Privacy-Preservation, Proceedings of the 8th IEEE International Conference on Data Mining (ICDM-2008), 2008, pp.899-904
  13. S.-H. Wu, K.-P. Lin, C.-M. Chen, and M.-S. Chen, Asymmetric Support Vector Machines: Low False-Positive Learning Under the User Tolerance, Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2008), 2008, pp.749-757

國科會計畫

  1. 以文字探勘為基礎之個人化行動應用推薦系統之開發與實作
    -計劃編號106-2410-H-110-019-MY2, 主持人, 2017-8-1-2019-7-31
  2. 以行動瀏覽行為及用戶生成內容資料探勘為基礎之個人化推薦系統開發與實作
    -計劃編號105-2410-H-110-020-, 主持人, 2016-8-1-2017-7-31
  3. 行動雲端運算使用隨機化核心之隱私保存叢聚分析方法開發與實作
    -計劃編號103-2410-H-110-025-MY2, 主持人, 2014-8-1-2016-7-31
  4. 雲端運算上具備資料隱私保護的行動網路資料探勘技術開發與實作
    -計劃編號101-2410-H-110-081-MY2, 主持人, 2012-11-1-2014-10-31

其他委託計畫

  1. 開發具有資料隱私保護之肝毒性預測系統
    -計劃編號103-P 002
    -NSYSU-KMU Joint Research Project委托, 主持人, 2014-1-1-2014-12-31

資管系課程

學年度課程名稱學分
104智慧型系統專案(二)3
企業資料通訊3
智慧型系統專案(一)3
103智慧型系統專案(二)3
企業資料通訊3
智慧型系統專案(一)3
102智慧型系統專案(一)3
智慧型系統專案(二)3
程式設計3
程式設計實習3
企業資料通訊3
101行動應用程式設計3
企業資訊通訊3
智慧型系統專案(一)3

資管碩課程

學年度課程名稱學分
104商業智慧3
資訊管理專題研討(二)3
計算機網路3
103行動應用程式設計3
專題討論3
計算機網路3
102行動應用程式設計3
商業智慧3
專題討論3
101行動應用程式設計3

資管博課程

學年度課程名稱學分
104高等資管專題研討(二)3
高等資管專題研討(四)3

資管碩專課程

學年度課程名稱學分
104書報討論(一)(合授)3
商業智慧(併)3
計算機網路(併)3
103計算機網路(併)3
行動應用程式設計3
專題討論3
101行動應用程式設計3
書報討論(一)3