| Office:
231 Rush Building |
| Tel(O): (215)895-6360 |
| Tel(C): (215)840-6193 |
|
Research Publications
|
| |
| Journal Papers |
- X. Zhou, X. Hu, and X. Zhang, "Topic Signature
Language Model for Ad hoc Retrieval," IEEE Transactions
on Knowledge and Data Engineering (TKDE), vol. 19, no. 9,
pp. 1276-1287, Sept., 2007[PDF]
- X. Zhang, X. Hu, X. Shen, X. Zhou, and P. Achananuparp,
"Utilization of Global Ranking Information in Graph- based Biomedical
Literature Clustering," to appear in International Journal of
Data Warehousing and Mining (IJDWM), vol. 4 issue 4 (special
issue of DaWaK 2007)
- X. Zhang, L. Jing, X. Hu, M. Ng, J. Xia, and X. Zhou,
"Medical Document Clustering Using Ontology Based Term Similarity
Measures," accepted to be published in International Journal
of Data Warehousing and Mining (IJDWM)
- Xiaohua Zhou, Xiaohua Hu, Guangren Li, Xia Lin, Xiaodan
Zhang, "Relation-based Document Retrieval for Biomedical IR",
Transactions on Computational Systems Biology, Volume 4,
Page 112-128, 2006 [PDF]
- Xiaohua Hu, Xiaodan Zhang, Gurangren Li, Illhoi Yoo, Xiaohua
Zhou, Daniel Wu, and Xuheng Xu, "Mining Hidden Connections
among Biomedical Concepts from Disjoint Biomedical Literature
Sets through Semantic-based Association Rule", accepted to be
published in the International Journal of Intelligent Systems
[PDF]
|
| Peer-reviewed Conference Papers |
- X. Zhou, X. Zhang, and X. Hu, "Semantic Smoothing
for Bayesian Text Classification with Small Training Data,"
to appear in 2008 SIAM International Conference on Data Mining
(SDM2008), April 24-26, Atlanta, Georgia (27%, 77/282)
- Xiaohua Zhou, Xiaodan Zhang, and Xiaohua Hu,
"Dragon Toolkit: Incorporating Auto-learned Semantic Knowledge
into Large-Scale Text Retrieval and Mining," In proceedings
of the 19th IEEE International Conference on Tools with Artificial
Intelligence (ICTAI), October 29-31, 2007, Patras, Greece,
197-201 [PDF]
- Xiaohua Zhou, Xiaohua Hu, Xiaodan Zhang, and Xiajong
Shen, "A Segment-based Hidden Markov Model for Real-Setting
Pinyin-to-Chinese Conversion," CIKM'07, November
6-8, 2007, Lisboa, Portugal, 1027-1030 (26%) [PDF]
- Xiaohua Zhou, Xiaodan Zhang, and Xiaohua Hu,
"Semantic Smoothing of Document Models for Agglomerative
Clustering," in the Twentieth International Joint Conference
on Artificial Intelligence (IJCAI 2007), Jan. 6-12, 2007,
India,2922-2927 (15.7%, 212/1353) [PDF]
- Xiaodan Zhang, Xiaohua Zhou, and Xiaohua Hu, "Semantic
Smoothing for Model-based Document Clustering," in
2006 IEEE International Conference on Data Mining (IEEE ICDM06),
Dec. 18-22, 2006, HongKong, 1193-1198 (20%) [PDF]
- Xiaohua Hu, Xiaodan Zhang, and Xiaohua Zhou, "Integration
of Cluster Ensemble and EM based Text Mining for Microarray
Gene Cluster Identification and Annotation", accepted
in the Proceedings of ACM 15th Conference on Information and
Knowledge Management (ACM CIKM 2006) (poster paper,
537 submissions, 15% for full papers, 10% for poster papers)
[PDF]
- Xiaodan Zhang, Daniel Wu, Xiaohua Zhou, Xiaohua Hu,
"A Language Modeling Text Mining Approach to the Annotation
of Protein Community", In the 6th IEEE Symposium on
Bioinformatics and Bioengineering (BIBE 06), pp. 12-19 (38.8%,
38/98) [PDF] [PPT]
- Xiaohua Hu, Xiaodan Zhang, Xiaohua Zhou, Daniel Wu,
"Integration of Cluster Ensemble and Language Modeling
based EM Informative Textual Summrization for Gene Expression
Analysis", 2006 IEEE International Conference on Systems,
Man, and Cybernetics, Oct 8-11, 2006, Taipei, Taiwan [PDF]
- Xiaohua Zhou, Xiaodan Zhang, Xiaohua Hu, "MaxMatcher:
Biological Concept Extraction Using Approximate Dictionary Lookup",
the 9th biennial The Pacific Rim International Conference
on Artificial Intelligence (PRICAI 2006), Aug 9-11, 2006,
Guilin, Guangxi, China, Page 1145-1149 (short paper,
596 submissions, 14.1% for full papers, 16.8% for short papers)
[PDF]
- Xiaohua Zhou, Xiaohua Hu, Xiaodan Zhang, Xia Lin, and
Il-Yeol Song, "Context-Sensitive Semantic Smoothing for the
Language Modeling Approach to Genomic IR", the 29th Annual
International ACM SIGIR Conference (ACM SIGIR 2006), Aug
6-11, 2006, Seattle, WA, USA, Page 170-177 (18.5%, 74/399)
[PDF] [PPT]
- Hyoil Han, Yoori Choi, Yoomyung Choi, Xiaohua Zhou
and Ari D. Brooks, "A Genric Framework: From Clinical Notes
to Electronic Medical Records", The 19th IEEE International
Symposium on Computer Based Medical System (IEEE CBMS),
pp. 111-116, Salt Lake City, Utah, USA, June 22-23, 2006. (56%,
150/267) [PDF]
- Xiaohua Zhou, Xiaohua Hu, Xia Lin, Hyoil Han, Xiaodan
Zhang, "Relation-based Document Retrieval for Biomedical
Literature Databases", 11th International Conference
on Database Systems for Advanced Applications (DASFAA 2006),
April 12-15, Singapore, Page 689-701 (25%, 47/188) [PDF]
[PPT]
- Xiaohua Zhou, Xiaodan Zhang, Xiaohua Hu, "Using
Concept-based Indexing to Improve Language Modeling Approach
to Genomic IR", 28th European Conference on Information
Retrieval(ECIR2006), April 10-12, 2006, London, UK, Page
444-455 (21%, 37/178) [PDF]
[PPT]
- Xiaohua Zhou, Hyoil Han, Isaac Chankai, Ann A. Prestrud,
and Ari D. Brooks, 2005, "Approaches to Text Mining for Clinical
Medical Records ", The 21st Annual ACM Symposium on Applied
Computing 2006, Technical tracks on Computer Applications in
Health Care (CAHC 2006)April 23 -27, 2006, Dijon, France
(32%) [PDF] [PPT]
- Xiaohua Hu, Xiaodan Zhang, Daniel Wu, Xiaohua Zhou,
and Peter Rumm, "Integration of Instance-based learning & Text
Mining for Identification of Potential Virus / Bacterium as
Bio-terrorism Weapons", 2006 IEEE Intelligence and Security
Informatics Conference, May 23-24, 2006, San Deigo, CA,
USA, Page 548-553 (short paper) [PDF]
- Xiaohua Zhou and Hyoil Han, "Survey of Word Sense Disambiguation
Approaches", the 18th International FLAIRS Conference,
May 15-17, 2005, Florida, USA,Page 307-313 (53.4%, 132/247)[PDF]
[PPT]
- Bin Du and Xiaohua Zhou, "The Application of Dynamic
Model Based on Neural Network & Knowledge Base for LD Converter",
International Conference on Mathematical Modeling and Simulation
of Metal Technologies (MMT-2000), Israel, Page 115-122.
[PDF
|
| Workshop Papers |
- X. Zhou, X. Hu, X. Zhang, and D. Wu, "A Mixture Language
Model for Class-Attribute Mining from Biomedical Literature
Digital Library," International Workshop on Knowledge Discovery
and Management in Health Informatics, Nov. 2-4, 2007, Fremont,
California
- Xiaohua Zhou and Il-Yeol Song, 2005, "Conceptual Modeling
of Genetic Studies and Pharmacogenetics", the International
Workshop on Data Mining and Bioinformatics, May 09-12,2005,
Singapore, ICSSA (3), 402-415. [PDF]
[PPT]
- Xiaohua Zhou, Hyoil Han, Isaac Chankai, Ann A. Prestrud,
and Ari D. Brooks, "Converting Semi-structured Clinical Medical
Records into Information and Knowledge", the International
Workshop on Biomedical Data Engineering, April 3-4, 2005,
Tokyo, Japan. [PDF] [PPT]
|
| Book Chapters |
- X. Hu, X. Zhang, and X. Zhou, "A Comprehensive Comparison
Study of 7 Methods of Mining Hidden Links from Biomedical Literatures,"
Knowledge Discovery in Bioinformatics: Techniques, Methods and
Applications, X. Hu & Y. Pan (Eds). Wiley & Son, 2006
|
|
