- (Tang et al., 2008) ⇒ Jie Tang, Jing Zhang, Limin Yao, Juanzi Li, Li Zhang, and Zhong Su. (2008). “ArnetMiner: Extraction and Mining of Academic Social Networks.” In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2008). doi:10.1145/1401890.1402008
- ~969 http://scholar.google.com/scholar?q=%22ArnetMiner%3A+extraction+and+mining+of+academic+social+networks%22+2008
This paper addresses several key issues in the ArnetMiner system, which aims at extracting and mining academic social networks. Specifically, the system focuses on: 1) Extracting researcher profiles automatically from the Web; 2) Integrating the publication data into the network from existing digital libraries; 3) Modeling the entire academic network; and 4) Providing search services for the academic network. So far, 448,470 researcher profiles have been extracted using a unified tagging approach. We integrate publications from online Web databases and propose a probabilistic framework to deal with the name ambiguity problem. Furthermore, we propose a unified modeling approach to simultaneously model topical aspects of papers, authors, and publication venues. Search services such as expertise search and people association search have been provided based on the modeling results. In this paper, we describe the architecture and main features of the system. We also present the empirical evaluation of the proposed methods.
|2008 ArnetMinerExtractionandMiningof||Jie Tang|
|ArnetMiner: Extraction and Mining of Academic Social Networks||KDD-2008 Proceedings||http://keg.cs.tsinghua.edu.cn/persons/tj/publications/KDD08-Tang-et-al-ArnetMiner.pdf||10.1145/1401890.1402008||2008|
|Author||Jie Tang +, Jing Zhang +, Limin Yao +, Juanzi Li +, Li Zhang + and Zhong Su +|
|journal||Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining +|
|title||ArnetMiner: Extraction and Mining of Academic Social Networks +|