NCKU EE 教師個人頁面
English Version
黃仁暐 助理教授
地址
電機系館5樓92528室
TEL
+886-6-2757575 ext.62347
實驗室網站連結
知識與資訊發掘實驗室
(R95914/ext.62400-2614)
學經歷
學歷
2009
國立台灣大學電機工程學系博士
2003
國立台灣大學電機工程學系碩士
2002
國立台灣大學電機工程學系學士
經歷
2012/08-present
國立成功大學電機工程學系助理教授
2016/07-2016/08
Visiting Scholar,Big Data and Social Computing Lab led by Prof. Philip S. Yu, Department of Computer Science, University of Illinois at Chicago
2009/08-2012/07
私立元智大學資訊工程學系助理教授
2008/03-2009/03
Visiting Scholar,IBM Almaden Research Center
研究領域
  • 社群網路分析(Social Network Analysis)
  • 時空間資料探勘(Spatio-temporal Data Mining)
  • 多媒體資訊檢索(Multimedia Information Retrieval)
  • 生物醫學資訊(Bioinformatics)
著作
期刊論文( Journal )
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  1. S.-H. Fang, H.-H. Liao, Y.-X. Fei, K.-H. Chen,J.-W. Huang, Y.-D. Lu and Y. Tsao, "Transportation Modes Classification Using Sensors on Smartphones,"Sensors, Vol. 16, No.8, pp. 1324, 2016.
  2. J.-W. Huang, K.-Y. Chen, Y.-C. Chen, K.-N. Yang, I.-S. Hwang, and W.-C. Huang, "A Novel Spatial Tag Cloud Using Multi-Level Clustering," Journal of Information Science and Engineering, Vol. 30 , No. 3, pp. 687-700, May,2014. (SCI Impact Factor: 0.333)
  3. Y.-H. Chu, J.-W. Huang, K.-T. Chuang, D.-N. Yang, and M.-S. Chen, "Density Conscious Subspace Clustering for High-Dimensional Data," IEEE Trans. on Knowledge and Data Engineering, Vol. 22, No. 1, pp. 16-30, January, 2010. (SCI Impact Factor: 1.847)
  4. J.-W. Huang, C.-Y. Tseng, J.-C. Ou, and M.-S. Chen, "A General Model for Sequential Pattern Mining with a Progressive Database," IEEE Trans. on Knowledge and Data Engineering, Vol. 20, No. 9, pp. 1153-1167, September, 2008. (SCI Impact Factor: 2.236)
  5. Y.-H. Wen, J.-W. Huang, and M.-S. Chen, "Hardware-Enhanced Association Rule Mining with Hashing and Pipelining," IEEE Trans. on Knowledge and Data Engineering, Vol. 20, No. 6, pp. 784-795, June, 2008. (SCI Impact Factor: 2.236)
  6. J.-W. Huang, B.-R. Dai, and M.-S. Chen, "Twain: Two-End Association Miner with Precise Frequent Exhibition Periods," ACM Trans. on Knowledge Discovery from Data, Vol. 1, No. 2, Article 8, August, 2007. (Data Mining極重要期刊)
  7. B.-R. Dai, J.-W. Huang, M.-Y. Yeh, and M.-S. Chen, "Adaptive Clustering for Multiple Evolving Streams," IEEE Trans. on Knowledge and Data Engineering, Vol. 18, No. 9, pp. 1166-1180, September 2006. (SCI Impact Factor: 2.063)
會議論文( Conference )
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  1. T.-J. Wu, S.-H. Fang, Y.-B. Wu, C.-T. Wu, J.-W. Huang, and Y. Tsao, "A Study of Mobile Advertisement Recommendation Using Real Big Data From AdLocus," The 5th IEEE Global Conference on Consumer Electronics (GCCE 2016), Oct, 2016
  2. Y.-B. Wu, J.-W. Huang and Bijay P. Jaysawal, "Mining Positive and Negative Sequential Patterns in a Progressive Database," The 2016 International Conference on Ubi-Media Computing (UMedia’16), pp. , Aug. 15-17, 2016.
  3. S.-H. Fang, H.-H. Liao, Y.-X. Fei, Y. Tsao and J.-W. Huang, "Transportation Modes Classification Using Sensors on Smartphones," International Conference on Applied System Innovation, May, 2016
  4. Y.-X. Fei, J.-Y. Chen, S.-H. Fang, Y. Tsao, J.-W. Huang and Bo-Wei Liang, "Advertisement-Click Prediction Based on Mobile Big Data from HyXen AdLocus," International Conference on Advanced Technology Innovation, Jun., 2016
  5. S.-Y. Ku, K.-H. Chen, J.-W. Huang and Y. Tsao, "Image Retrieval Using Color-Aware Tag on Progressive Image Search and Recommendation System," The 22nd International Conference on MultiMedia Modeling (MMM"16), pp., Jan. 04-06, 2016.
  6. C.-C. Chang, C.-L. Chen, C.-W. Lin, J.-W. Huang and C.-S. Yang, "The Analysis of User Behavior and Relationship on Bulletin Board System,"Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2015), pp. 381-387, Nov. 20-22, 2015
  7. C.-C. Chen, T.-Y. Chen, J.-W. Huang and M.-S. Chen, "Reducing Communication and Merging Overheads for Distributed Clustering Algorithms on the Cloud," International Conference on Cloud Computing and Big Data (CCBD"15), pp., Nov. 04-06, 2015. (Best paper nominated)
  8. Y.-C. Chen, H.-S. Ma and J.-W. Huang, "Multi-state Open Opinion Model based on Positive and Negative Social Influences," The 2015 IEEE/ACM Advances in Social Networks Analysis and Mining (ASONAM 2015), pp., Aug. 25-28, 2015. (Acceptance rate:18.0%)
  9. Y.-H. Ke, S.-C. Li, J.-W. Huang and F.-Y. Liu, "Reconstructing Dynamic Social Network by Choosing Local Maximum Degree Substitute," The 2015 IEEE/ACM Advances in Social Networks Analysis and Mining (ASONAM 2015), pp., Aug. 25-28, 2015.
  10. W.-C. Hsin, J.-Y. Shen, S.-C. Li, Y.-H. Ke, J.-W. Huang, “An Introduction to Framework of Security Event Capturing and Tracking”, The 2015 International Conference on Ubi-Media Computing (UMedia’15), pp., Aug. 24-26, 2015.
  11. K.-Y. Chen, B. P. Jaysawal J.-W. Huang, Y.-B. Wu, "Mining Frequent Time Interval-based Event with Duration Patterns from Temporal Database," The 2014 International Conference on Data Science and Advanced Analytics (DSAA"14), pp. , Oct. 30 - Nov. 01, 2014. (Acceptance rate:18.0%)
  12. W.-Y. Tseng, K.-H. Chen, D. Gankhuu, J.-W. Huang, "On Predicting Dependent Earthquakes Using Spatial and Temporal Relations," Proc. of the 4th International Conference on Engineering and Applied Science (ICEAS"14), pp. , July 22-24, 2014.
  13. K.-H. Chen, C.-R. Wu, Y.-L. Yang, J.-W. Huang, T.-Y. Ho, "Efficient Building Identification Using Structural and Spatial Information on Mobile Devices," The 1st International Workshop on Mobile Multimedia Computing (MMC"14), joint with IEEE International Conference on Multimedia & Expo., pp. , July 14-18, 2014.
  14. B. P. Jaysawal, J.-W. Huang, "Mining Frequent Progressive Usage Patterns across Multiple Mobile Broadcasting Channels," The 2nd International Workshop on Mobile Data Management, Mining, and Computing on Social Networks, joint with The 18th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD"14), pp. , May. 13-16, 2014.
  15. H.-S. Ma, J.-W. Huang, "CUT: Community Update and Tracking in Dynamic Social Networks," The 7th Workshop on Social Network Mining and Analysis (SNA-KDD"13) joint with the 19th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD"13), pp. 6:1--6:8 , Aug. 11-14, 2013.
  16. Vincent S. Tseng, H.-Y. Kao, K.-T. Chuang, J.-W. Huang, Y.-F. Lin, B.-H. Lin, C. Fang, Y.-T. Tang, B.-H. Chen, S.-H. Huang and H.-S. Ma, "A Novel Framework for Integrated Database and Data Analytics Services on Health Insurance Data," Proc. of Conference on Medical Innovation and Computing Service (MICS"13), pp. , Aug. 3-4, 2013.
  17. C.-H. Tai, J.-W. Huang, M.-H. Chung, "Privacy Preserving Frequent Pattern Mining on Multi-Cloud Environment,"Proc. of International Symposium on Biometrics and Security Technologies (ISBAST"13), pp. , Jul. 2-5, 2013.
  18. K.-N. Yang, W.-J. Hunag, J.-W. Huang, I.-S. Hwang, "Multi-level Interactive Tag Cloud Using Clustering Scheme," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2012), pp.232-237 , Nov. 16-18, 2012.
  19. W.-H. Du, J.-W. Rau, J.-W. Huang, Y.-S. Chen, "Improving the Quality of Tags Using State Transition on Progressive Image Search and Recommendation System," Proc. of IEEE International Conference on Systems, Man, and Cybernetics (SMC"12), pp.3233-3238 , Oct. 14-17, 2012.
  20. J.-L. Duan, Shashi Prasad, J.-W. Huang, "Discovering Unknown but Interesting Items in Personal Social Network," Proc. of the 16th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD"12), pp. 145-156, May 29-Jun. 1, 2012.
  21. J.-W. Huang, J.-W. Su and M.-S. Chen, "FISIP: A Distance and Correlation Preserving Transformation for Privacy Preserving Data Mining," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2011) (Best Paper Award), pp. 101-106, Nov. 11-13, 2011.
  22. J.-W. Huang, C.-Y. Tseng, M.-C. Chen, and M.-S. Chen, "PISAR: Progressive Image Search and Recommendation System by Auto-interpretation and User Behavior," Proc. of IEEE International Conference on Systems, Man, and Cybernetics (SMC"11), pp. 1442-1447, Oct. 9-12, 2011.
  23. Y.-H. Hong, J.-W. Huang, and M.-S. Chen, "GroupBuyer: A Personalized Group Buying Event Recommender System Using Social Information Filtering," 2011 International Workshop on Behavior Informatics (BI 2011) joint with the 15th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD"11), May 24, 2011.
  24. J.-W. Huang, S.-C. Lin and M.-S. Chen, "DPSP: Distributed Progressive Sequential Pattern Mining on the Cloud,"" Proc. of the 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD"10), pp. 27-34, Jun. 21-24, 2010.
  25. B. Alexe, M. Gubanov, M. A. Hernandez, H. Ho, J.-W. Huang, Y. Katsis, L. Popa, B. Saha, and I. Stanoi, "Simplifying Information Integration: Object-Based Flow-of-Mappings Framework for Integration," Proc. of the 2nd International Workshop on Business Intelligence for the Real Time Enterprise (BIRTE 2008) in conjunction with the VLDB 2008 , Aug. 24, 2008 .
  26. C.-Y. Tseng, J.-W. Huang, and M.-S. Chen, "ProMail: Using Progressive Email Social Network for Spam Detection," Proc. of the 11th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD"07), pp. 833-840, May 22-25, 2007 .
  27. J.-W. Huang, C.-Y. Tseng, J.-C. Ou, and M.-S. Chen, "On Progressive Sequential Pattern Mining," Proc. of the ACM 15th International Conference on Information and Knowledge Management (CIKM"06), pp. 850-851, Nov. 6-11, 2006 .
  28. Y.-H. Chu, J.-W. Huang, K.-T. Chuang, and M.-S. Chen, "On Subspace Clustering with Density Consciousness," Proc. of the ACM 15th International Conference on Information and Knowledge Management (CIKM"06), pp. 804-805, Nov. 6-11, 2006 .
  29. H.-P. Hung, J.-W. Huang, J.-L. Huang and M.-S. Chen, "Scheduling Dependent Items in Data Broadcasting Environment," Proc. of ACM Symposium on Applied Computing (SAC"06), Bourgogne University, Dijon, France, pp. 1177-1181, Apr. 23-27, 2006.
  30. B.-R. Dai, J.-W. Huang, M.-Y. Yeh, and M.-S. Chen, "Clustering on Demand for Multiple Data Streams," Proc. of the Fourth IEEE International Conference on Data Mining (ICDM"04), pp. 367-370, Brighton, UK, Nov. 1-4, 2004.
  31. J.-Y. Shen, H.-S. Ma, Z.-J. Jian, W.-C. Hsin, W.-B. Wu, J.-W. Huang, X.-Y. Yeh, "識別線上社群網路之Top-k重要影響者," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2014), Nov. 21-23, 2014.
  32. C.-Y. Lin, G. L. Liu, I.-S. Hwang, J.-W. Huang, "利用GPS 車載資訊於雲端即時路況系統," Proc. of Conference on Technologies and Applications of Artificial Intelligence (TAAI 2012), Nov. 16-18, 2012.
專利
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其他
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  1. 科技部/環保署空汙防制科技 - 空氣品質時空數據探勘雲端平台建置- 105/07/01 ~ 106/06/30
  2. 日月光 Email classificiation- 105/07/01 ~ 106/06/30
  3. 資策會 103年度科技專案 - 新形態威脅分析與聯防服務平台開發計畫 - 資安網際情資探勘技術 - 103/05/01 ~ 104/04/15
  4. 行政院科技會報委託國立成功大學與中山大學 - 健康資料加值與應用模式開發先導計畫 - 整合式健康資料管理與分析服務平臺 - 101/11/01 ~ 102/08/31
  5. 101-102年度 網路通訊人才培育先導型計畫 - 網通前瞻技術教學推動聯盟中心之 教材發展「雲端資料探勘」- 101/04/01 ~ 102/03/31
  6. 100年度 教學卓越計畫 - 風之塔的雲端冒險- 100/01/01 ~ 100/12/31
  7. 99-101年度 大專校院資訊軟體人才培育推廣計畫 - 創新軟體人才培育模式推動(A類)之 雲端計算與服務 計畫- 99/10/01 ~ 101/01/31
研究計劃
  1. 105學年度 專題研究計畫 - 漸進式巨量嬰兒哭聲分析系統-於嬰兒生理、心理、病理狀況判讀- 105/08/01 ~ 107/07/31 - MOST 105-2221-E-006-212-MY2
  2. 104學年度 專題研究計畫 - 雲端平行化之有效區域社群檢測演算法之研發- 104/08/01 ~ 105/07/31 - MOST 104-2221-E-006-203
  3. 104學年度 大專生參與專題研究計畫 - 分散式物件導向自動標籤之漸近式圖片搜尋及推薦系統的研發- 104/07/01 ~ 105/02/28 -
  4. 103學年度 專題研究計畫 - 於具有負面影響力之通用社群影響模型上影響最大化與替代點之研究- 103/8/1~104/7/31 - MOST 103-2221-E-006 -202 -
  5. 102學年度 專題研究計畫 - 於動態社群網路中追溯並更新社群結構的社群探勘方法之研究 - 102/08/01 ~ 103/07/31 - NSC 102-2221-E-006-247 -
  6. 101學年度 專題研究計畫 - 雲端漸進式圖片搜尋推薦系統上關聯法則標籤優化與階層式空間視覺模組演算法之研發 - 101/09/01 ~ 102/07/31 - NSC 101-2221-E-155-058
  7. 100學年度 專題研究計畫(提升私校研發能量專案計畫) - 基於人工智慧之合作學習輔助系統 - 100/08/01 ~ 101/07/31 - NSC 100-2632-S-155-001
  8. 100學年度 專題研究計畫 - 於多雲環境下資料傳輸保護與隱私保護之資料探勘技術 - 100/08/01 ~ 101/07/31 - NSC 100-2221-E-155-088
  9. 99學年度 專題研究計畫 - 雲端環境中漸進式圖片搜尋推薦暨物件化自動標籤系統 - 99/08/01 ~ 100/07/31 - NSC 99-2221-E-155 -074
  10. 99學年度 大專生參與專題研究計畫 - 於極端環境下之遠端景物辨識系統 - 99/07/01~ 100/02/28 - NSC 99-2815-C-155 -014-E
  11. 98學年度 專題研究計畫 - 漸進式資料庫與漸進式循序樣式探勘演算法之研發 - 98/11/01 ~ 99/10/31 - NSC 98-2218-E-155 -012
指導學生
本學年度 實驗室成員
博士班
Bijay Jaysawal
馬豪尚
陳凱祥
碩士班
曾文彥
劉發元
吳承澤
戴紹軒
李修齊
柯育豪
蘇評威
蔣佳紋
郭祐華
張少懷
李朋融
楊子欣
王琇薏
張芷菱
已畢業學生
碩士班
105
辛韋呈   王維謙   楊鄭緯
104
沈家譽   吳永斌   簡志佳
103
陳冠穎   陳元章
特殊榮譽
  1. 趨勢科技2012騰雲駕霧應用程式創意大賽, 台灣區佳作(指導教授), 2012/06
  2. 元智大學風起雲湧雲端創意應用競賽, 冠軍(指導教授), 2012/01/31
  3. TAAI 2011, Best Paper Award, 2011/11
  4. 元智大學99學年度服務特優獎, 2011/11
  5. 教育部建國百年開放軟體創作競賽, 佳作(指導教授), 2011/03/28
  6. 國科會千里馬計畫補助獎學金, 2008/03~2009/03
  7. 教育部研究生A類獎學金, 2002/09~2003/06
  8. 國家高速電腦中心程式競賽, 佳作(第七名), 2001 (TV Program Recommendation System and Interface Implementation) 後論文刊登於中國工程師學會期刊