柯佳伶副教授

Jia-Ling Koh

Associate Professor

 

Department of Computer Science and Information Engineering

National Taiwan Normal University

 

E-Mail : jlkoh@csie.ntnu.edu.tw

Tel: 886-2-77346683

Fax: 886-2-29322378

Office: 應用科學大樓503

  Publications

  Projects

 Thesis of Graduate Students

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Biographic Information

- B.S. in Computer Science from National Chiao Tung University, Taiwan, 1991.

- M.S. in Computer Science from National Tsing Hua University, 1993.

- Ph.D. in Computer Science from National Tsing Hua University, 1997.

  - Assistant Prof. at Department of Computer and Information Education, National Taiwan Normal University, 1997.

  - Associate Prof. at Department of Computer and Information Education, National Taiwan Normal University, 2001.

  - Associate Prof. at Department of Computer science and Information Engineering, National Taiwan Normal University, 2006.

Research Interests

資料庫系統(Database System)

資料探勘(Data Mining)

文件探(Text Mining)

  Research Labs

資料探勘實驗室

KDD (Knowledge Discovery and Data Mining) Lab

Information for new graduate students

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Publications

Conference

1. Han Wang and Jia-Ling Koh, Timeline Summarization for Event-related Discussions on a Chinese Social Media Platform, The 30th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2017.

2. Jia-Ling Koh and Shao-Chun Peng, A Maximum Dimension Partitioning Approach for Efficiently Finding All Similar Pairs, the 8th International Conference on Big Data Analytics and Knowledge Discovery (DaWaK 2016), Porto, Portugal, 2016.

3. Jia-Ling Koh, Han Wang, Chen-Yu Huang, Greg Lee, Automatic Summary Grading on Narrative Article for English Learner, E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education, 2015.

4. Wei Chang and Jia-Ling Koh, Dynamic Facet Hierarchy Constructing for Browsing Web Search Results Efficiently, The 28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015.

5. Jia-Ling Koh and I-Chih Chiu, An Efficient Approach for Mining Top-k High Utility Specialized Query Expansions on Social Tagging Systemsm, The 19th International Conference on Database Systems for Advanced Applications (DASFAA 2014).

6. J.-L. Koh, K.-T. Chiang, I.-C. Chiu, The Strategies for Supporting Query Specialization and Query Generalization in Social Tagging Systems, in Database Systems for Advanced Applications, 18th International Conference, DASFAA 2013, International Workshops: BDMA, SNSM, SeCoP, Wuhan, China, April 22-25, 2013. Proceedings, LNCS 7827, pp. 164-178, Springer-Verlag, 2013. (EI)

7. J.-L. Koh, N. Shongwe, and C.-W. Cho, A Multi-level Hierarchical Index Structure for Supporting Efficient Similarity Search on Tag Sets, in Proc. IEEE International Conference on Research Challenge in Information Science, RCIS 2012.

8.  J.-L. Koh and C.-W. Cho, Informative Sentence Retrieval for Domain Specific Terminologies, the 24th International Conference on Industrial, Engineering and Other Applications of Applied  Intelligent, IEA/AIE 2011.

9.  C.Y. Lin, J. L. Koh and A. L. P. Chen, A Better Strategy of Discovering Link-Pattern based Communities by Classical Clustering Methods, Lecture Notes in Artificial Intelligence: The 14th Pacific-Asia Conference on Knowledge Discover and Data Mining, PAKDD 2010, Proceedings, LNAI 6118, 2010. (EI)

10.  C.L. Wu and J.L. Koh, Hierarchical Topic-based Communities Construction for Authors in a Literature Database, Lecture Notes in Artificial Intelligence: The 23rd International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2010, Proceedings, LNAI 6097, 2010. (EI)

11.  J. L. Koh and Y.L. Tu, A Tree-based Approach for Efficiently Mining Approximate Frequent Itemsets, in Proc. IEEE International Conference on Research Challenge in Information Science, 2010.

12.  Jia-Ling Koh and C.-Y. Lin, Concept Shift Detection for Frequent Itemsets from Sliding Windows over Data Streams, Lecture Notes in Computer Science: Database Systems for Advanced Applications, DASFAA 2009 International Workshops, LNCS 5667, PP.334-348, Springer-Verlag, 2009. (EI)

13.  Jia-Ling Koh and Pei-Min Chou, Incrementally Mining Recently Repeating Patterns over Data Streams, Lecture Notes in Artificial Intelligence, New Frontiers in Applied Data Mining, PAKDD 2008 International Workshops, LNAI 5433, pp. 26-37, Springer-Verlag, 2008. (EI)

14.  Jia-Ling Koh and Y.-B. Don, Approximately Mining Frequent Representative Itemsets on Data Streams, Lecture Notes in Computer Science: Proceedings of 2007 International Workshop on High Performance Data Mining and Applications, T. Washio et al. (Eds.): PAKDD 2007, LNAI 4819, pp. 231243, Springer-Verlag, 2007. (EI)

15.   Jia-Ling Koh and S.-N. Shin, “An Approximate Approach for Mining Recently Frequent Itemsets from Data Streams,” Lecture Notes in Computer Science: DaWak’06: Data Warehousing and Knowledge Discovery Database Systems for Advanced Applications, Springer-Verlag, 2006. (EI)

16. Jia-Ling Koh and Yu-Ting, Kung, An Efficient Approach for Mining Top-K Fault-Tolerant Repeating Patterns, Lecture Notes in Computer Science: DASFAA06: Database Systems for Advanced Applications, Springer-Verlag, 2006. (EI)

17.  Chien-Liang Wu, Jia-Ling Koh, and Pao-Ying An, Improved Sequential Pattern Mining Using an Extended Bitmap Representation,Lecture Notes in Computer Science: DEXA05: Database and Expert Systems Applications, Springer-Verlag, 2005. (EI)

18. Jia-Ling Koh and Pei-Wy Yo, An Efficient Approach for Mining Fault-Tolerant Frequent Patterns based on Bit Vector Representations, Lecture Notes in Computer Science: DASFAA05: Database Systems for Advanced Applications, Springer-Verlag, 2005. (EI)

19. Jia-Ling Koh and Shui-Feng Shieh, An Efficient Approach for Maintaining Association Rules based on Adjusting FP-tree Structure, Lecture Notes in Computer Science: DASFAA04: Database Systems for Advanced Applications, Springer-Verlag, 2004. (EI)

20. Chien-Liang Wu and Jia-Ling Koh, An Effective Recommendation System for Querying Web Pages, in Proc. the workshop on Applications, Products and Services of Web-based Support Systems in conjunction with the 2003 IEEE/WIC International Conference on Web Intelligence.

21. J.-H. Chen and Jia-Ling Koh, An Image Classification Strategy based on Association Rules of Color-blocks, in Proc. the National Computer Symposium, 2001.

22. C.-C. Fang and Jia-Ling Koh, An efficient Strategy for Mining Temporal Frequent Item Sets, in Proc. the National Computer Symposium, 2001.

23. Jia-Ling Koh and W.D.C. Yu, Efficient Feature Mining in Music Objects, Lecture Notes in Computer Science: DEXA01: Database and Expert Systems Applications, pp. 221-231, Springer-Verlag, 2001. (EI)

24. Jia-Ling Koh and W.D.C. Yu, Efficient Mining Strategies for Frequent Sequential Patterns in Music Databases, in Proc. 2000 Asia Pacific Conference on Multimedia Technology and Applications (2000), pp.321-336.

25. Jia-Ling Koh, C-S Lee, and A.L.P. Chen, Semantic Video Model for Content-based Retrieval, in Proc. IEEE International Conference on Multimedia Computing and Systems, (1999), pp.472-478.

26. Jia-Ling Koh and A.L.P. Chen, Integrated Media and Alphanumeric Database Systems Based on Object Concepts, in Proc. 9th Workshop on Object-Oriented Technology and Applications, (1998), pp.84-89.

27. Y-H. Chang, Jia-Ling Koh and A.L.P. Chen, An Object-Oriented Approach to Modeling and Querying in Multimedia Information Systems, in Proc. International Conference of Multimedia Information System - ICMIS97.

28. Jia-Ling Koh, A.L.P. Chen, Paul C.M. Chang, and James C.C. Chen, A Query Language and Interface for Integrated Media and Alphanumeric Database Systems, Lecture Notes in Computer Science: DEXA97: Database and Expert Systems Applications, pp.508-518, Springer-Verlag, 1997. (EI)

29. Jia-Ling Koh and A.L.P Chen, Query Execution Strategies for Missing Data in Distributed Heterogeneous Object Databases, in Proc. IEEE The 16th International Conference on Distributed Computing Systems, (1996), pp.466-473.

30. Jia-Ling Koh and A.L.P. Chen, Schema Integration and Query Processing of Object-Oriented Multidatabase Systems, in Proc. 7th Workshop on Object-Oriented Technology and Applications, (1996), pp.350-356.

31. Jia-Ling Koh and A.L.P. Chen, A Mapping Strategy for Querying Multiple Object Databases with a Global Object Schema, in Proc. IEEE International Workshop on Research Issues in Data Engineering - Distributed Object Management (RIDE-DOM95), pp. 50-57, (1995).

32. Jia-Ling Koh, W.F. Wang, A.N.J. Wu, S.C.S. Chen, and B.S.P. Lin, Accessing Remote Database Through A Uniform Interface, in Proc. 8th International Joint Workshop on Computer Communication(JWCC93), pp.F4-3-1-F4-3-9(1993).

33. Jia-Ling Koh and A.L.P. Chen, Integration of Heterogeneous Object Schemas, Lecture Notes in Computer Science: Entity-Relationship Approaches - ER93: Proc. 12th International Conference on the Entity-Relationship Approach, pp.297-314, Springer-Verlag, 1993. (EI)

 

Book Chapters

1. Jia-Ling Koh, Shu-Ning Shin, and Yuan-Bin Don, "An Approximate Approach for Maintaining Recent Occurrences of Itemsets in a Sliding Window over Data Streams," accepted to be included in Complex Data Warehousing and Knowledge Discovery for Advanced Retrieval Development: Innovative Methods and Applicationsm, the series Advances in Data Warehousing and Mining, IGI Global, 2009.

 

Journal papers

1. Jia-Ling Koh, Chia-Ching Chen, Chih-Yu Chan, and Arbee L.P. Chen, MapReduce skyline query processing with partitioning and distributed dominance tests, Information Sciences, January 2017, Vol 375, Pages 114137. (SCI, EI)

2. Jia-Ling Koh, Chen-Yi Lin, and Arbee L.P. Chen, Finding k Most Favorite Products based on Reverse Top-t Queries, International Journal on Very Large Databases, 23(4), Aug., 2014, PP. 541-564 . (SCI, EI).

3. Chen-Yi Lin, Jia-Ling Koh, and Arbee L.P. Chen (2013, Aug). Determining k-Most Demanding Products with Maximum Expected Number of Total Customers. IEEE Trasnaction on Knowledge and Data Engineering, 25( 8), 1732-1747. (SCI).

4.  Jia-Ling. Koh and A.L.P. Chen, Efficient Query Processing in Integrated Multiple Object Databases with Maybe Result Certification, IEEE Transactions on Knowledge and Data Engineering, Vol. 14, No. 4, pp. 691-708, 2002. (SCI, EI).

5. Jia-Ling Koh and A.L.P. Chen, An Approach to Querying Multiple Object Databases, Journal of Information Science and Engineering, Vol. 18, No. 2, pp. 281-310, 2002.(SCI).

6. A.L.P Chen, P.S.M. Tsai, and Jia-Ling Koh, Identifying Object Isomerism in Multidatabase Systems, Distributed and Parallel Databases: an International Journal, 4(2) (1996), pp.143-168, Klewer Academic Publishers. (SCI, EI).

7. A.L.P Chen, J.L. Koh, T.C.T. Kuo, and C.C. Liu, Schema Integration and Query Processing for Multiple Object Databases, Integrated Computer-Aided Engineering: Special Issue on Multidatabase and Interoperable Systems, 2(1) (1995), pp.21-34, Wiley Interscience. (SCI, EI).

 

Dissertations

1. Jia-Ling Koh, Integration and Query Processing for Object and Multimedia Databases, Ph.D. Dissertation, Department of Computer Science, National Tsing Hua University, June 1997.

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 NSC Granted Projects

參與研究計畫

計畫名稱

計畫編號

執行期間

職稱

由電子病歷資料探勘支援憂鬱症醫療決策之資訊

科技部106-2221-E-003-028-

2017/8/01~2018/7/31

主持人

智慧醫療系統之研究

中國醫藥大學附設醫院與亞洲大學合作平台計畫

2016/10/01~2017/9/30

協同主持人

巨量資料相似配對搜尋及常見鄰居樣式探之研究

科技部104-2221-E-003-030-

2015/8/01~2016/9/30

主持人

基於使用者偏好及查詢情境之資料搜尋輔助技術研究

科技部103-2221-E-003-033-

2014/8/01~2015/10/31

主持人

智產關聯技術開發與應用研究

財團法人資訊工業策進會

2014/4/01~2014/12/20

協同主持人

有效提供查詢結果探究篩選之面向查詢技術研究

國科會102-2221-E-003-024-

2013/08/01~2014/7/31

主持人

基於雲端科技之英語創新教學與評量研究

國科會101-2511-S-003-057-

2012/12/01~2014/7/31

共同主持人

高中職「資通科技領域探究式課程」研發計畫-總計畫:高中資訊科學創新學習(3/3)

國科會102-2514-S-003-009-

2013/9/01~2014/7/31

共同主持人

有效提供查詢結果探究篩選之面向查詢技術研究

國科會102-2221-E-003-024-

2013/8/01~2014/7/31

主持人

基於雲端科技之英語創新教學與評量研究

國科會101-2511-S-003-057-MY3

2012/12/01~2015/7/31

共同主持人

高中資訊科學創新學習計畫-總計畫(2/3)

國科會101-2514-S-003-006-

2012/10/01~2013/8/31

共同主持人

對社交標籤系統提供瀏覽式查詢之技術研究

國科會101-2221-E-003-025

2012/8/1~2013/7/31

主持人

專有詞彙相關句搜尋及摘要技術之研究

國科會100-2221-E-003-024

2011/8/1~2012/7/31

主持人

資訊科學主題式應用與技術探索計畫 (科學探索計畫)-認識資訊科學體驗學習計畫 (科學探索計畫) (2/2)

國科會100-2515-S-003-002

2011/5/1 ~ 2012/4/30

主持人

資訊科學主題式應用與技術探索計畫 (科學探索計畫)-認識資訊科學體驗學習計畫 (科學探索計畫) (1/2)

國科會99-2515-S-003-002

2010/5/1 ~ 2011/4/30

主持人

線上社交網絡資料之探與資訊擷取

國科會98-2221-E-003-017

2009/8/1 ~ 2010/7/31

主持人

卓越數位學習科學研究中心-卓越數位學習科學研究中心(2/3)

國科會98-2631-S-003-002

2009/8/1 ~ 2010/7/31

共同主持人

資料連結探技術及其應用之研究

國科會97-2221-E-003-007

2008/8/1 ~ 2009/7/31

主持人

卓越數位學習科學研究中心-卓越數位學習科學研究中心(1/3)

國科會97-2631-S-003-003

2008/12/1 ~ 2009/7/31

共同主持人

為提供情境感知之資料探核心技術研究

國科會96-2221-E-003-018

2007/8/1 ~ 2008/7/31

主持人

大學創新數位教材研究-量身訂做的學習物件與因材施教的學習環境(3/3)

國科會96-2524-S-003-001

2007/8/1 ~ 2008/12/31

共同主持人

情境感知推理之資料探技術研究

國科會95-2221-E-003-011

2006/8/1 ~ 2007/7/31

主持人

大學創新數位教材研究-量身訂做的學習物件與因材施教的學習環境(2/3)

國科會95-2524-S-003-012

2006/8/1~ 2007/10/31

共同主持人

概念變動資料流之情境感知探

國科會94-2213-E-003-010

2005/8/1 ~ 2006/7/31

主持人

大學創新數位教材研究-量身訂做的學習物件與因材施教的學習環境(1/3)

國科會94-2524-S-003-014

2005/8/1 ~ 2006/12/31

共同主持人

資料流探技術之研究

國科會93-2213-E-003-006

2004/8/1 ~ 2005/7/31

主持人

有序性資料探技術之研究(II)

國科會92-2213-E-003-012

2003/8/1 ~ 2004/7/31

主持人

有序性資料探技術之研究

國科會91-2213-E-003-004

2002/8/1 ~ 2003/7/31

主持人

個人化網頁資料搜尋服務之研究

國科會90-2213-E-003-007

2001/8/1 ~ 2002/7/31

主持人

電子商務之概念式查詢及產品分析研究 (II)

國科會89-2213-E-003-006

1999/8/1 ~ 2000/7/31

主持人

多媒體資料庫之概念式查詢

國科會88-2213-E-003-001

1998/8/1 ~ 1999/7/31

主持人

 

大專生參與國科會/科技部研究計畫

計畫名稱

計畫編號

執行期間

指導學生

國中歷史測驗題目自動分析系統

105-2815-C-003-044-E

2016/07/01~2017/02/28

李洵

對使用者查詢關鍵字自動產生CQA問題句之技術研究

103-2815-C-003-045-E

2014/07/01~2015/02/28

霍婷立

運用相片社群網站支援旅遊文章自動插圖系統之研究

101-2815-C-003-044-E

2012/7/1 ~ 2013/2/28

郭家祥

由網頁搜尋資料自動產生維基百科人物簡介內容

100-2815-C-003-018-E

2011/7/1 ~ 2012/2/28

郭于瑄

以視訊社群網站支援3C產品自動問答系統

99-2815-C-003-035-E

2010/7/1 ~ 2011/2/28

李昂珍

運用社交標籤提供音樂查詢及個人化推薦之研究

98-2815-C-003-021–E

2009/7/1 ~ 2010/2/28

張家愷

學科名詞定義式問答系統之開發與研究

97-2815-C-003-028-E

2008/7/1 ~ 2009/2/28

李可柔

部落格意見內容擷取技術之研究

97-2815-C-003-029-E

2008/7/1 ~ 2009/2/28

郭秉璋

Complementary Information Retrieval for Web News Content

94-2815-C-003-021-E

2005/7/1 ~ 2006/2/28

賴婉婷

音樂資料曲風自動分類探勘之研究

93-2815-C-003-021-E

2004/7/1 ~ 2004/2/28

李友善

影響資料色彩與關健字關聯規則探勘之研究

89-2815-C-003-077R-E

2000/7/1 ~ 2001/2/28

蘇家玉

視訊資料庫語意式查詢功能之研究

 

1999/7/1 ~ 2000/2/28

李益豪

影像資料庫內容式查詢功能之研究

 

1998/7/1 ~ 1999/2/28

蔡淑珍

 

 Graduate Students:

畢業學年度

論文名稱

畢業學生

105

Search-based Approach for Automatic Relation Extraction of Diseases and Symptoms

李怡慧

105

流行疾病中文新聞面向事實自動擷取之研究

許宸瑋

105

醫療檢驗報告關鍵字擷取與結構化之研究

吳培豪

104

Timeline Summarization for Event-related Discussions on a Chinese Social Media Platform

王涵

104

新聞面向事實自動擷取與整合之研究

林祺傑

103

針對問答社群中的事實問題句自動產生答案摘要之研究

王思涵

103

MapReduce分散式架構有效率進行相似資料配對搜尋之研究

彭紹峻

103

從單一圖型中有效率探常見鄰近樣式之研究

朱聖池

102

提供網頁搜尋結果篩選之查詢字詞推薦

鄭舜宸

102

網頁搜尋結果重要面向事實內容自動擷取之研究

葉懿萱

102

Dynamic Generation of a Facet Hierarchy for Web Search Result

張崴

102

英文學習者文章摘要結果自動化評分技術

黃楨喻

101

有效率探社交標籤系統中前k名擴展查詢字集之研究

邱奕智

101

對社交標籤系統提出有效率的Top-k 近似查詢處理方法之研究

施柏先

101

社群標籤系統中查詢結果標籤階層式組織技術之研究

邱俊嘉

101

關聯式資料庫之關鍵字查詢處理技術

劉爾剛

100

有效率找出k滿足最多客戶需求/喜愛產品之演算法(擔任博士論文 共同指導教授)

林真伊

100

社交標籤系統中瀏覽式標籤推薦查詢之研究

姜光庭

100

 兩個專有詞彙關聯句自動擷取之研究

鍾昇宏

99

兩個專有詞彙概念關聯句組自動擷取技術之研究

謝聿承

99

專有詞彙相關解釋句自動分類組織技術之研究

林倚

99

A Multi-level Hierarchical Index Structure for Supporting Efficient Similarity Search of Tag Sets

Nonhlanhla Shongwe

99

商品對比意見摘要技術之研究

王馨蘭

99

產品評論特徵自動擷取之研究

徐毓雯

98

專有詞彙之定義式問題答案句自動擷取系統

卓晉緯

98

以字詞類別概念輔助部落格文件分群之研究

喬彬

98

多個專有詞彙概念解釋句語意關連自動分析組織之研究

戴衣菱

98

以討論人物隱含類別輔助論壇討論句自動分類之研究

許翼麟

98

運用維基百科進行個人微網內容主題分析

梁哲瑋

97

新聞論壇多面向分析之研究

施佩君

97

FP-tree結構為基礎之近似常見項目集探

涂益郎

95

資料流序列中資料項預測方法之研究

嚴翠鳳

95

資料流常見樣式改變偵測方法之研究

林靜怡

95

以資料樣式分群進行變動資料流分類探之研究

劉育君

94

近似探資料流中最近重複樣式方法之研究

周蓓

94

網頁點選資料流中最近瀏覽樣式探方法之研究

謝俊緯

94

資料流中常見子圖樣式改變之漸進式偵測

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