研究室
管(CM) 4056

連絡電話
07-5252000 #4728

電子信箱
wplee (AT) mail.nsysu.edu.tw

個人網站
https://wplee.mis.nsysu.edu.tw/

研究領域
1.人工智慧
2.資料探勘
3.機器學習
4.仿生系統

學歷

  • 英國愛丁堡大學(University of Edinburgh)人工智慧博士
  • 國立清華大學資訊科學研究所碩士
  • 國立交通大學資訊工程系學士

經歷

  • 國立中山大學資訊管理學系教授
  • 國立中山大學資訊管理學系副教授
  • 國立高雄大學資訊管理學系助理教授

期刊論文

  1. Y.-L. Peng, W.-P. Lee, Valuation of Stocks by Integrating Discounted Cash Flow with Imitation Learning and Guided Policy, IEEE Transactions on Automation Science and Engineering, Vol.21, 2023 (SCIE)
  2. I.-C. Lu, J.-Y. Huang, W.-P. Lee*, An Emotion-Driven and Topic-Aware Dialogue Framework for Human-Robot Interaction, Advanced Robotics, Vol.38, 2023 (SCIE)
  3. Y.-L. Peng, W.-P. Lee, Practical Guidelines for Resolving the Loss Divergence Caused by the Root-Mean-Squared Propagation Optimizer, Applied Soft Computing, 2023 (SCIE)
  4. H.-Y. Wang, J.-Y. Huang, W.-P. Lee, Integrating Scene Image and Conversational Text for Human-Machine Dialogue, International Journal of Semantic Computing, Vol.16, No.3, 2022, pp.425-447
  5. J.-Y. Huang, W.-P. Lee, K.-T. Lee, Predicting Adverse Drug Reactions from Social Media Posts: Data Balance, Feature Selection and Deep Learning, Healthcare, Vol.10, No.4, 2022 (SSCI)
  6. J.-Y. Huang, W.-P. Lee*, Exploring the Effect of Emotions in Human-Machine Dialog: An Approach toward Integration of Emotional and Rational Information, Knowledge-Based Systems, Vol.243:108425, 2022 (SCI)
  7. Y.-L. Peng, W.-P. Lee, Data Selection to Avoid Over-Fitting for Foreign Exchange Intraday Trading with Machine Learning, Applied Soft Computing, Vol.108:107461, 2021 (SCI)
  8. C.-H. Hsiao, W.-P. Lee*, OPIIoT: Design and Implementation of an Open Communication Protocol Platform for Industrial Internet of Things, Internet of Things, Vol.16:100441, 2021 (SCI)
  9. Y.-F. Hsu, W.-P. Lee, Evaluation of the Going-concern Status for Companies: An Ensemble Framework-based Model, Journal of Forecasting, Vol.39, No.4, 2020, pp.687-706 (SSCI)
  10. J.-Y. Huang, W.-P. Lee, C.-C. Chen, B.-W. Dong, Developing Emotion-Aware Human-Robot Dialogues for Domain-Specific and Goal-Oriented Tasks, Robotics, Vol.9, No.2, 2020
  11. J.-Y. Huang, W.-P. Lee*, T.-A. Lin, Developing Context-Aware Dialogue Services for a Cloud-Based Robotic System, IEEE Access, Vol.7, 2019 (SCI)
  12. C.-H. Chen, W.-P. Lee*, J.-Y. Huang, Tracking and Recognizing Emotions in Short Text Messages from Online Chatting Services, Information Processing and Management, Vol.54, No.6, 2018, pp.1325-1344 (SSCI)
  13. W.-P. Lee*, J.-Y. Huang, S.-H. Chang, K.-T. Lee, C.-T. Lai, Predicting Drug Side Effects Using Data Analytics and the Integration of Multiple Data Sources, IEEE Access, Vol.5, 2017 (SCI)
  14. W.-P. Lee*, C.-T. Chen, J.-Y. Huang, J.-Y. Liang, A Smartphone-Based Activity-Aware Framework for Music Streaming Recommendation, Knowledge-Based Systems, Vol.131, 2017, pp.70-82 (SCI)
  15. Y.-T. Hsiao, W.-P. Lee*, W. Yang, S. Müller, C. Flamm, Practical Guideline for Incorporating Knowledge-Based and Data-Driven Strategies into Biological Gene Network Inference, IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol.13, No.1, 2016, pp.64-75 (SCI)
  16. W.-P. Lee*, C.-H. Lin, Combining Expression Data and Knowledge Ontology for Gene Clustering and Network Reconstruction, Cognitive Computation, Vol.8, No.2, 2016, pp.217-227 (SCI)
  17. W.-P. Lee*, C.-Y. Ma, Enhancing Collaborative Recommendation Performance by Combining User Preference and Trust-Distrust Propagation in Social Networks, Knowledge-Based Systems, Vol.106, 2016, pp.125-134 (SCI)
  18. W.-P. Lee*, G.-Y. Tseng, Incorporating Contextual Information and Collaborative Filtering Methods for Multimedia Recommendations in a Mobile Environment, Multimedia Tools and Applications, Vol.75, No.24, 2016, pp.16719-16739 (SCI)
  19. W.-P. Lee*, K.-H. Lee, Making Smartphone Service Recommendations by Predicting Users' Intentions: A Context-Aware Approach, Information Sciences, Vol.277, 2014, pp.21-35 (SCI)
  20. W.-P. Lee*, C. Kaoli, J.-Y. Huang, A Smart TV System with Body-Gesture Control, Tag-Based Rating and Context-Aware Recommendation, Knowledge-Based Systems, Vol.56, 2014, pp.167-178 (SCI)
  21. Y.-T. Hsiao*, W.-P. Lee*, Reverse Engineering Gene Regulatory Networks: Coupling an Optimization Algorithm with a Parameter Identification Technique, BMC Bioinformatics, Vol.15, 2014 (SCI)
  22. W.-P. Lee*, Y.-T. Hsiao, W.-C. Hwang, Designing a Parallel Evolutionary Algorithm for Inferring Gene Networks on the Cloud Computing Environment, BMC Systems Biology, Vol.8, No.5, 2014 (SCI)
  23. Y.-T. Hsiao, W.-P. Lee*, R.-Y. Wang, A Hybrid Approach of Dimension Partition and Adaptive Velocity Control to Enhance Performance of Particle Swarm Optimization, Soft Computing, Vol.18, No.12, 2014 (SCI)
  24. T.-H. Yang, W.-P. Lee*, A Service-Oriented Framework for Developing Home Robots, International Journal of Advanced Robotic Systems, Vol.10, 2013 (SCI)
  25. Y.-T. Hsiao, W.-P. Lee*, Inferring Robust Gene networks from Expression Data by a Sensitivity-Based Incremental Evolution Method, BMC Bioinformatics, Vol.13, 2012 (SCI)
  26. W.-P. Lee*, Y.-T. Hsiao, Inferring Gene Regulatory Networks Using a Hybrid GA-PSO Approach with Numerical Constraints and Network Decomposition, Information Sciences, Vol.188, No.1, 2012, pp.80-99 (SCI)
  27. W.-P. Lee*, Y.-T. Hsiao, An Adaptive GA-PSO Approach with Gene Clustering to Infer S-System Models of Gene Regulatory Networks, The Computer Journal, Vol.54, No.9, 2011, pp.1449-1464 (SCI)
  28. W.-P. Lee*, H.-Y. Ke, Distributing Evolutionary Computation in a Networked Multi-Agent Environment, Mathematical and Computer Modelling, Vol.53, No.5, 2011, pp.1167-1181 (SCI)
  29. W.-P. Lee*, T.-H. Yang, Combining GRN Modeling and Demonstration-Based Programming for Robot Control, Neural Computing and Applications, Vol.20, No.6, 2011, pp.909-921 (SCI)
  30. W.-P. Lee*, L.-J. Liu, C.-A. Chou, A Component-Based Framework for Rapidly Prototyping Online Board Games, International Journal of Computers and Applications, Vol.33, No.4, 2011, pp.293-302
  31. W.-P. Lee*, W.-S. Tzou*, Fast Revelation of the Motif Mode for a Yeast Protein Interaction Network through Intelligent Agent-Based Distributed Computing, Protein and Peptide Letters, Vol.17, No.9, 2010, pp.1091-1101 (SCI)
  32. W.-P. Lee*, T.-H. Yang, B. Jeng, Building Neural Network-Based Behavior Systems for Emotion-Based Pet Robots, International Journal of Modelling, Identification and Control, Vol.11, No.1-2, 2010, pp.115-123
  33. W.-P. Lee*, J.-S. Jong, T.-H. Yang, Evolving Behavior Sequences for a Humanoid Entertainment Robot, Artificial Life and Robotics, Vol.15, No.3, 2010, pp.341-346
  34. W.-P. Lee*, W.-S. Tzou*, Computational Methods for Discovering Gene Networks from Expression Data, Briefings in Bioinformatics, Vol.10, No.4, 2009, pp.408-423 (SCI)
  35. W.-P. Lee*, K.-C. Yang, A Clustering-based Approach for Inferring Recurrent Neural Networks as Gene Regulatory Networks, Neurocomputing, Vol.71, No.4, 2008, pp.600-610 (SCI)
  36. D.-N. Chen, B.-C. Jeng, W.-P. Lee, C.-H. Chuang, An Agent-Based Model for Consumer-to-Business Electronic Commerce, Expert Systems with Applications, Vol.34, No.1, 2008, pp.469-481 (SCI)
  37. W.-P. Lee*, K.-C. Yang, Applying Intelligent Computing Techniques to Modeling Biological Networks from Expression Data, Genomics, Proteomics and Bioinformatics, Vol.6, No.2, 2008, pp.111-120 (SCI)
  38. W.-P. Lee, B.-C. Jeng, T.-W. Pai, C.-P. Tsai, C.-Y. Yu, W.-S. Tzou*, Differential Evolutionary Conservation of Motif Themes in a Yeast Protein Interaction Network Discovered through Asymmetric Functional Annotations, BMC Genomics, Vol.7: 89, 2006 (SCI)
  39. W.-P. Lee, W.-S. Tzou*, Molecular Surface Directionality of the DNA-Binding Protein Surface on the Earth Map, Genetics and Molecular Biology, Vol.29, No.2, 2006, pp.408-412 (SCI)

研討會論文

  1. C.-Y. Huang, J.-Y. Li, J.-Y. Huang, W.-P. Lee, A Blockchain-Based Service-Oriented Framework to Enable Cooperation of Swarm Robots, Proceedings of the 14th International Conference on Swarm Intelligence, LNCS-13969, 2023, pp.3-15
  2. S.-H. Tsai, Y.-L. Peng, W.-P. Lee, Multi-turn Query with Similarity Feedback Facilitates Multimodal Video Clip Retrieval, Proceedings of the Eighth IEEE International Conference on Multimedia Big Data, 2022, pp.79-86
  3. T.-C. Chou, J.-Y. Huang, W.-P. Lee, Continual Learning with Adversarial Training to Enhance Robustness of Image Recognition Models, Proceedings of the Twenty-First International Conference on Cyberworlds, 2022, pp.236-242
  4. J.-Y. Lin, J.-Y. Huang, W.-P. Lee, Question-Answer Generation for Data Augmentation, Proceedings of IEEE International Conference on Smart Data, 2021, pp.391-397
  5. G.-M. Lin, Y.-L. Peng, W.-P. Lee, K.-T. Lee, Achieving Contactless Heart Rate Measurement by the Combination of Genetic Algorithm and UWB Radar Technology, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2021, pp.952-957
  6. J.-Y. Huang, W.-P. Lee, H.-W. Tsai, K.-T. Lee, A Data-Driven Knowledge-Enriched Framework for Dialogue Modeling, Proceedings of the Fifth IEEE International Conference on Big Data Intelligence and Computing, 2019, pp.25-32 (Best Paper Award)
  7. J.-Y. Huang, T.-A. Lin, W.-P. Lee, Using Deep Learning and an External Knowledge Base to Develop Human-Robot Dialogues, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2018, pp.3699-3704
  8. S.-H. Wang, J.-Y. Huang, W.-P. Lee, K.-T. Lee, Scaling Up Matrix Factorization with Cloud Computing for Collaborative Recommendation, Proceedings of IEEE International Conference on System Science and Engineering, 2018, pp.1-6
  9. J.-Y. Huang, W.-P. Lee, T.-H. Yang, C.-S. Ko, Resource Sharing for Cloud Robots: Service Reuse and Collective Map Building, Proceedings of the Eighteenth IEEE International Conference on Advanced Robotics, 2017, pp.303-309
  10. J.-Y. Huang, W.-P. Lee, Enabling Vision-Based Services with a Cloud Robotic System, Proceedings of IEEE Asia-Pacific Conference on Intelligent Robot Systems, 2016, pp.84-88
  11. T.-H. Yang, W.-P. Lee, Intelligent Service Reconfiguration for Home Robots, Proceedings of IEEE International Conference on Reconfigurable Mechanisms and Robots, 2015, pp.735-745
  12. T.-H. Yang, C.-S. Ko, J.-Y. Huang, W.-P. Lee, Configuring Reusable Robot Services in a Cloud Computing Environment, Proceedings of IEEE International Conference on Robotics and Biomimetics, 2015, pp.225-230
  13. C.-H. Lin, W.-P. Lee, Inferring Large Gene Networks with a Hybrid Fuzzy Clustering Method, Proceedings of the Eleventh International Conference on Intelligent Computing, LNCS-9225, 2014, pp.715-722
  14. T.-H. Yang, W.-P. Lee, A Service-Oriented Approach with Neural Networks and Knowledge Ontologies for Robot Control, Proceedings of the Twentieth International Conference on Neural Information Processing, LNCS-8227, 2013, pp.473-483
  15. R.-Y. Wang, Y.-T. Hsiao, W.-P. Lee, A New Cooperative PSO Approach for the Optimization of Multimodal Functions, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2012, pp.103-109
  16. Y.-T. Hsiao, W.-P. Lee, Evolving Gene Regulatory Networks: A Sensitivity-Based Approach, Proceedings of the Seventh International Conference on Intelligent Computing, LNBI-6840, 2011, pp.508-512
  17. W.-P. Lee, T.-H. Yang, J.-S. Jong, Intelligent Computing for Demonstration-Based Robot Learning, Proceedings of IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, 2010, pp.930-935
  18. W.-P. Lee, T.-H. Yang, Combining GRN Modeling and Demonstration-Based Programming for Robot Control, Proceedings of the Eleventh International Conference on Engineering Applications of Neural Networks, 2009, pp.190-199
  19. W.-P. Lee, Y.-T. Hsiao, Inferring Gene Regulatory Networks by Incremental Evolution and Network Decomposition, Proceedings of the Second International Symposium on Optimization and Systems Biology, LNOR-9, 2008, pp.311-324
  20. W.-P. Lee, T.-H. Yang, M.-H. Su, A User-Centered Framework for Developing Personal Pet Robots, Proceedings of IEEE International Conference on Robotics and Biomimetics, 2007, pp.227-232
  21. W.-P. Lee, L.-J. Liu, C.-A. Chiu, A Component-Based Framework to Rapidly Prototype Online Chess Games for Home Entertainment, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2006
  22. W.-P. Lee, L.-J. Liu, Developing Mobile Agent-Based Systems for Mobile Commerce, Proceedings of IEEE International Conference on Systems, Man, and Cybernetics, 2006
  23. W.-P. Lee, A Mobile Agent-Based Approach to Support Parallel Evolutionary Computation, Proceedings of the Ninth Pacific Rim International Conference on Artificial Intelligence, LNCS-4099, 2006, pp.823-828

國科會計畫

  1. 結合區塊鏈技術、服務規劃和邊緣運算的群機器人研究, 主持人, 2020-8-1-2022-7-31
  2. 智慧連網服務型機器人的資源配置、規畫生成和人機互動, 主持人, 2019-8-1-2020-7-31
  3. 物聯網環境下人機互動的根源: 語意解析與知識轉換, 主持人, 2016-8-1-2018-7-31
  4. 雲端機器人的研究與實作: 作業平台建置、資源分享、計算效能提升, 主持人, 2014-8-1-2016-7-31
  5. 人、機器人、改造人:海爾斯的《我們如何成為後人類: 控制理論、文學與資訊學中的虛擬身體》, 共同主持人, 2014-8-1-2016-7-31
  6. 以知識為基礎的居家服務型機器人服務組合之研究, 主持人, 2013-8-1-2014-7-31
  7. 結合服務導向架構、網路知識及機器學習達成機器人任務之研究, 主持人, 2012-8-1-2013-7-31
  8. 知識導入基因網路自動重建之進階研究, 主持人, 2011-8-1-2012-7-31
  9. 細胞訊號傳遞網路計算推論之研究, 主持人, 2010-8-1-2011-7-31
  10. 結合知識本體論及機器學習方法建構大型基因調控網路之研究, 主持人, 2008-8-1-2010-7-31
  11. 以演化計算建構仿生自我重組型機器人之研究, 主持人, 2007-8-1-2008-7-31
  12. 生物網路中模組性的發展及演化, 主持人, 2006-8-1-2007-7-31
  13. 經破壞性對稱標註的蛋白質交互作用網路的模組探測, 共同主持人, 2005-8-1-2006-7-31
  14. 蛋白質交互作用網路的特性分析與建構樣式萃取, 主持人, 2005-8-1-2006-7-31

其他委託計畫

  1. 通用型轉動設備異常訊號排除系統
    -譜威科技顧問股份有限公司委托, 主持人, 2021-4-1-2021-7-31
  2. 機器學習建構持續性非心臟手術術後死亡風險、併發症的整合預測模型
    -國立中山大學與高雄醫學大學合作研究計畫委托, 共同主持人, 2021-1-1-2021-12-31
  3. 線上運轉設備異常訊號自動排除
    -譜威科技顧問股份有限公司委托, 主持人, 2020-5-1-2020-12-31
  4. 以深度學習方法研發牙齒自動診斷系統
    -國立中山大學與高雄醫學大學合作研究計畫委托, 共同主持人, 2020-1-1-2020-12-31
  5. 應用人工智慧方法降低藥物處方及配藥疏失以提升用藥安全
    -國立中山大學與高雄醫學大學合作研究計畫委托, 主持人, 2019-1-1-2019-12-31
  6. 從社群網路巨量資料內容辨識藥物潛在不良反應事件之研究
    -國立中山大學與高雄醫學大學合作研究計畫委托, 主持人, 2018-1-1-2018-12-31
  7. 醫療藥物知識管理系統之研究:知識萃取、預測模型建立及關聯分析
    -國立中山大學與高雄醫學大學合作研究計畫委托, 主持人, 2016-1-1-2016-12-31
  8. 以雲端運算提升具醫護資源考量的手術排程效率之研究
    -國立中山大學與高雄醫學大學合作研究計畫委托, 主持人, 2015-1-1-2015-12-31

資管系課程

學年度課程名稱學分
106電子商務專案(二)3
資料結構3
電子商務專案(一)3
105電子商務專案(一)3
資料結構3
電子商務專案(二)3
104電子商務專案(一)3
電子商務專案(二)3
資料結構3
103電子商務專案(一)3
電子商務專案(二)3
資料結構3
102電子商務專案(一)3
電子商務專案(二)3
資料結構3
101電子商務專案(一)3
電子商務專案(二)3
資料結構3
100電子商務專案(一)3
資料結構3
電子商務專案(二)3
99資料結構3
資料結構3
電子商務專案(一)3
電子商務專案(二)3
98電子商務專案(一)3
電子商務專案(二)3
資料結構3
97電子商務專案(一)3
電子商務專案(二)3
96電子商務專案(一)3
電子商務專案(二)3
95電子商務專案(一)3
程式設計實習1
程式設計3
計算機概論實習1
計算機概論3

資管碩課程

學年度課程名稱學分
106人工智慧3
智慧型計算3
資料探勘與知識發現3
資訊科技研究3
105人工智慧3
智慧型計算3
資料探勘與知識發現3
104人工智慧3
資料探勘與知識發現3
103人工智慧3
資料探勘與知識發現3
102人工智慧3
資料探勘與知識發現3
智慧型計算3
101人工智慧3
資料探勘與知識發現3
智慧型計算3
100人工智慧3
資料探勘與知識發現3
智慧型計算3
99人工智慧3
資料探勘與知識發現3
智慧型計算3
98人工智慧3
資料探勘與知識發現3
智慧型計算3
97資料探勘與知識發現3
人工智慧3
資料探勘與知識發現3
96人工智慧3
智慧型計算3
95人工智慧專題3

資管博課程

學年度課程名稱學分
106人工智慧(併)3
高等資管專題研討(二)1
高等資管專題研討(四)1
資料探勘與知識發現(併)3
資訊科技研究(併)3
105人工智慧(併)3
資料探勘與知識發現(併)3
103高等資管專題研討(一)3
高等資管專題研討(三)3
98人工智慧3
資料探勘與知識發現3
97資料探勘與知識發現3
人工智慧3
資料探勘與知識發現3
96人工智慧3
高等資管專題研討(二)1
高等資管專題研討(四)1
智慧型計算3
95人工智慧專題3

資管碩專課程

學年度課程名稱學分
106人工智慧(併)3
智慧型計算(併)3
資料探勘與知識發現(併)3
資訊科技研究(合授)(併)3
105人工智慧(併)3
書報討論(一)(合授)3
智慧型計算(併)3
資料探勘與知識發現(併)3
104人工智慧(併)3
資料探勘與知識發現(併)3
103人工智慧3
資料探勘與知識發現(併)3
102資料探勘與知識發現3
智慧型計算3
書報討論(一)3
101書報討論(一)3
98資料探勘與知識發現3
97資料探勘與知識發現3
人工智慧3
資料探勘與知識發現3
95資料倉儲與資料探勘3