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"The most beautiful thing we can experience is the mysterious." Albert Einstein (1879 - 1955) |
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There is a dream daunting in my mind ever since kindergarten
- to make the world a better place to live,
people more knowledgeable beyond the uncertainty,
things more organized from chaos and disorder. |
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Research Interests |
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Knowledge Discovery, Business Intelligence
Text Mining and Data Mining
Machine Learning, Natural Language Processing, and Information Extraction
Concentrated on keyphrase extraction, relation discovery, named entity extraction,
trend tracing, and community discovery (using Small-World Model and network structure analysis)
Knowledge Management
Knowledge Organization Models for Unstructured Data (Semantic Networks)
Knowledge Layout System (Information Retrieval and Information Visualization)
Software Engineering, System Integration
Service Computing, SOA
Component-based Software Engineering
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Research Experiences |
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Research Assistant, Joint Research and Development Lab , Chinese Academy of Sciences, 2004-2007.
I worked on the China-US Million Book Digital Library Project. It is supported by U.S. and Ministry of Science & Technology of P.R. China (Research on Knowledge-Based Services).
Cooperate with 35 universities in China and several in US (e.g. CMU), India, Australia and the like.
For more about this project, see http://www.ulib.org.cn/ and http://www.cadal.net/ .
I am working on 3 projects. A Project of National Science Foundation China, on application of statistical modeling and complex linkage analysis in ranking; two 863 projects of Ministry of Techonology, China: (a) Named Entity extraction in IPTV retrieval; (b) Text Mining support in Cross-media retrieval.
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Visiting student, Next Generation Services Team, IBM China Research Lab, 2006.
On a project of Service-Oriented Architecture. I concentrate on dynamic availability of services and Services-oriented Component Model. |
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Publications |
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My publication list on [DBLP].
Text mining in video analysis. In preparation. 2007.
Multi-granularity Knowledge Organization System & Multi-faceted Information Retrieval Approach. In Submission. 2006 -2007.
Multi-granularity Iterative Ranking. In preparation. 2006 -2007.
Chong Huang, Yonghong Tian, Zhi Zhou,Tiejun Huang. Towards Multi-granularity Multi-facet E-book Retrieval. In Proc. of the 16th Int'l World Wide Web Conf. (WWW 2007) ,
pp. l331-1332,
Banff, Alberta, Canada, 2007, ACM Press .
[pdf][web]
Kun Niu , Chong Huang, Shubo Zhang, Junliang Chen. ODDC: Outlier Detection and Distance Distribution Clustering. In Proc. of the 11th Pacific-Asia Conf. on Knowledge Discovery and Data Mining (PAKDD 2007) , Nanking, China, accepted by the 2007 int'l workshop on high performance Data Mining and Application (HPDMA) as full paper, Lecture Notes of Artificial Intelligence (LNAI)(Acceptance rate of full paper in HPDMA: 25/119), Springer.
Chong Huang, Yonghong Tian, Zhi Zhou, Charles X. Ling,Tiejun Huang. Keyphrase extraction using Semantic Networks Structure Analysis. In Proc. of the sixth IEEE Int'l. Conf. on Data Mining (ICDM 2006), Hong Kong, 2006, pp. 275-284, IEEE press. (Acceptance rate for regular paper: <10%)
[pdf]: Full 12 page edition; Final 10 page edition; [slides]
Chong Huang, Yonghong Tian, Tiejun Huang, Wen Gao. Semantic scoring based on Small-World Phenomenon for feature selection in text mining. In Proc. of Int'l. Conf. on Advanced Data Mining and Applications '06(ADMA 2006) , Xi'an, China, Lecture Notes of Artificial Intelligence (LNAI) 4093(2006), pp.636-643, Springer. (Acceptance rate: 21.6%)[ISI]
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Teaching |
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Teaching Assistant, Pattern Recognition, Graduate University, Chinese Academy of Sciences (2005Fall)
Teaching Assistant, Software Engineering, Software School, Fudan University (2004Spring)
Teaching Assistant, Java Programming & Data Structure, Software School, Fudan University (2002Fall)
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Implemented Systems |
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SW An unsupervised term scoring toolkit, with much higher performance than TFIDF, especially for keyphrase extraction. (Contact me if you need the source code)
MIQS [link]
A
multi-faceted ebook retrieval system based on multi-scale knowledge networks
KnowMap (software copyright filed
2006SR07651
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A resource visualization management system for digital libraries. (My job is the relation discovery module)
Smaller projects:
Chinese character input tool for WinCE Face recognition tool
chess & reasoning game pattern classifiers etc.
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Participated Conferences / Workshops |
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33 th ACM SIGMOD Conf. (SIGMOD 2007), Beijing , China . June 2007
16 th Int'l World Wide Web Conf. (WWW 2007), Banff, Alberta, Canada (1 day poster presentation) May 2007
Sixth IEEE Int'l Conf. on Data Mining, Hongkong , China. (presentation) Dec 2006
Second Int'l. Conf. on Advanced Data Mining and Applications, Xi'an , China. (two presentations) Aug 2006
China-UK Ws. on Global Logistics and Supply Chain Management, Beijing , China . Jul 2006
Conf. Computer Innovation 6016, Beijing , China . Dec 2005
Ws. on Data Mining Technology and Application, GUCAS, Beijing , China . Dec 2005
Ws. on Evaluation of Chinese Information Processing & Intelligent Human-Computer Interface, Beijing , China . Nov 2005
First Summer Ws. on Stochastic Models of Supply Chain and Logistics, Beijing , China . Jul 2005
Hosted by Chinese Academy of Sciences and Tsinghua University . Funded by the National Sciences Foundation of China .
Taught by Prof. David D. Yao ( Columbia ), Prof. Xiuli Chao (NCU), Prof. Fangruo Chen (Stanford), and so on.
Fourth Sino-Japan Ws. on Meta-synthesis and Creativity Support System, Beijing , China . Jul 2005
SUN Networks 2004 Asian Conference, Shanghai , China . Jul 2004
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