研究室
管(CM) 4104
連絡電話
07-5252000 #4734
電子信箱
kplin (ＡＴ) mis.nsysu.edu.tw
個人網站
https://kplin.mis.nsysu.edu.tw
研究領域
1.資料探勘
2.資料隱私
3.資料管理
4.機器學習
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
- C.-J. Yang, W.-K. Huang, and K.-P. Lin*, Three-Dimensional Printing Quality Inspection Based on Transfer Learning with Convolutional Neural Networks, Sensors, Vol.23, No.1, 2023 (SCI)
- T.-L. Chang, H.-W. Wang, K.-P. Lin*, and H.-Y. Chen, R&D Performance and International Diversification: Evidence from an Emerging Market, Managerial and Decision Economics, Vol.43, No.7, 2022, pp.3176-3197 (SSCI)
- C.-J. Yang, M.-H. Chen, K.-P. Lin*, Y.-J. Cheng and F.-C. Cheng, Importing Automated Management System to Improve the Process Efficiency of Dental Laboratories, Sensors, Vol.20, No.20, 2020 (SCI)
- K.-P. Lin*, T.-L. Chang, Y.-W. Chang and J.-W. Cai, Use of News and Patent Mining to Identify Companies with Growth Potential, Information Research, Vol.25, No.3, 2020 (SSCI)
- Y.-W. Chang, Y.-R. Chen, C.-C. Ko, W.-Y. Lin and K.-P. Lin, A Novel Computer-Aided-Diagnosis System for Breast Ultrasound Images Based on BI-RADS Categories, Applied Sciences, Vol.10, No.5, 2020 (SCI)
- K.-P. Lin* and W. S. Chao, The Structure-Behavior Coalescence Approach for Systems Modeling, IEEE Access, Vol.7, 2019, pp.8609-8620 (SCI)
- K.-P. Lin*, Y.-W. Chang, C.-Y. Shen and M.-C. Lin, Leveraging Online Word-of-Mouth for Personalized App Recommendation, IEEE Transactions on Computational Social Systems, Vol.5, No.4, 2018, pp.1061-1070 (SCI)
- 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 (SCI)
- 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 (SCI)
- 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 (SCI)
- 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 (SCI)
- 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 (SCI)
研討會論文
- K.-P. Lin, C.-Y. Shen and W. S. Chao, Enriching UML from Model Multiplicity to Model Singularity with Structure-Behavior Coalescence, Proceedings of the 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC-2018), 2018, pp.1966-1971
- Y. Kang, K.-P. Lin and I.-L. Cheng, Topic Diffusion Discovery Based on Sparseness-Constrained Non-Negative Matrix Factorization, Proceedings of the 19th IEEE International Conference on Information Reuse and Integration for Data Science (IRI-2018), 2018, pp.94-101
- 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, pp.206-210
- 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
- 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
- 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
- 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
- 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
- K.-P. Lin, Privacy-Preserving Kernel k-Means Outsourcing with Randomized Kernels, Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013, pp.860-866
- 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
- 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
- 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
- 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
- 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
- 具備觀察一致性的系統思考與系統工程之核心代數模型開發
-110-2410-H-110-030-MY3, 主持人, 2021-8-1-2024-7-31 - 以程序代數為基礎之系統建模方法開發
-計劃編號108-2410-H-110-060-MY2, 主持人, 2019-8-1-2021-7-31 - 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 - 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 - 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 - 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
- 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 |
| 106 | 企業資料通訊 | 3 |
| 智慧型系統專案（一） | 3 | |
| 智慧型系統專案（二） | 3 | |
| 105 | 企業資料通訊 | 3 |
| 商業智慧(併) | 3 | |
| 智慧型系統專案（一） | 3 | |
| 智慧型系統專案（二） | 3 | |
| 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（二） | 3 |
| 程式設計 | 3 | |
| 程式設計實習 | 3 | |
| 企業資料通訊 | 3 | |
| 智慧型系統專案（一） | 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 |
| 106 | 計算機網路 | 3 |
| 商業智慧 | 3 | |
| 商業智慧(併) | 3 | |
| 專題討論 | 3 | |
| 105 | 計算機網路 | 3 |
| 商業智慧 | 3 | |
| 專題討論 | 3 | |
| 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 |
| 106 | 計算機網路(併) | 3 |
| 高等資管專題研討（二） | 1 | |
| 高等資管專題研討（四） | 1 | |
| 105 | 計算機網路(併) | 3 |
| 商業智慧(併) | 3 | |
| 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 |
| 106 | 計算機網路(併) | 3 |
| 書報討論（一）(合授) | 3 | |
| 書報討論（二）(合授) | 3 | |
| 商業智慧(併) | 3 | |
| 專題討論(併) | 3 | |
| 105 | 計算機網路(併) | 3 |
| 書報討論（一）(合授) | 3 | |
| 商業智慧(併) | 3 | |
| 專題討論(併) | 3 | |
| 104 | 書報討論（一）(合授) | 3 |
| 商業智慧(併) | 3 | |
| 計算機網路(併) | 3 | |
| 103 | 行動應用程式設計 | 3 |
| 專題討論 | 3 | |
| 計算機網路(併) | 3 | |
| 101 | 行動應用程式設計 | 3 |
| 書報討論（一） | 3 |