Yizhou Sun
Jiawei Han
ABSTRACT
Online bibliographic databases, such as DBLP in computer science and PubMed in medical sciences, contain abundant information about research publications in different fields. Each such database forms a gigantic information network (hence called BibNet), connecting in complex ways research papers, authors, conferences/journals, and possibly citation information as well, and provides a fertile land for information network analysis. Our BibNetMiner is designed for sophisticated information network mining on such bibliographic databases. In this demo, we will take the DBLP database as an example, demonstrate several attractive functions of BibNetMiner, including clustering, ranking and profiling of conferences and authors based on the research subfields. A user-friendly, visualization-enhanced interface will be provided to facilitate interactive exploration of a bibliographic database. This project will serve as an example to demonstrate the power of links in information network mining. Since the dataset is large and the network is heterogeneous, such a study will benefit the research on the analysis of massive heterogeneous information networks.
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Digital Library
- T. Wu, X. Li, D. Xin, J. Han, J. Lee, and R. Redder. Datascope: Viewing database contents in google maps' way. In VLDB'07 (demo), Vienna, Austria, Sept. 2007. Google ScholarDigital Library
- D. Xin, J. Han, H. Cheng, and X. Li. Answering top-k queries with multi-dimensional selections: The ranking cube approach. In VLDB'06, Seoul, Korea, Sept. 2006. Google ScholarDigital Library
- X. Yin, J. Han, and P. S. Yu. Linkclus: Efficient clustering via heterogeneous semantic links. In VLDB'06, Seoul, Korea, Sept. 2006. Google ScholarDigital Library
- X. Yin, J. Han, and P. S. Yu. Object distinction: Distinguishing objects with identical names by link analysis. In ICDE'07, Istanbul, Turkey, April 2007.Google ScholarCross Ref
- X. Yin, J. Han, and P. S. Yu. Truth discovery with multiple conflicting information providers on the web. In KDD'07, San Jose, CA, Aug. 2007. Google ScholarDigital Library
Index Terms
- BibNetMiner: mining bibliographic information networks
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