Abstract
The contents and topologies of inter-document linkages, such as citations and references among scientific literature, have received increasing research interests in recent years. Some technologies have been fully studied and utilized upon this meaningful information to improve the organization, analysis and evaluation of scientific digital libraries. In this paper, we present a CiteSeer-like system to access scientific papers in computer science discipline by reference linking technique. Moreover, implicit semantics behind reference indices are mined and organized to improve accessibility of scientific papers. In order to model scientific literature and their interlinked relationships, we develop a domain-specific ontology to analyze contents and citation anchor context of scientific papers. Compared with abstract of a specific paper written by authors themselves, we introduce an automatic summary generation algorithm to create objective descriptions from other scholars’ perspectives based on the ontology. Semantic queries can also be asked to discover interesting patterns in scientific libraries in order to provide a comprehensive and meaningful guidance for users.
This research is funded in part by NSFC grant 90412010 as well as grant 60221120144.
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References
ACM CCS, http://www.acm.org/class/
McCallum, A.K., Nigam, K., Rennie, J., Syemore, K.: Automating the construction of Internet portals with machine learning. Information Retrieval Journal 3, 127–163 (2000)
Ding, C., Zha, H., He, X., Husbands, P., Simon, H.: Analysis of hubs and authorities on the web. Lawrence Berkeley Nat’l Lab Tech. Report 47847 (2001), www.nersc.gov/~cding/hits.ps
Bergmark, D.: Automatic extraction of reference linking information from online documents. Technical Report TR 2000 -1821, Cornell Computer Science Department (October 2000)
Dublin Core Metadata Initiative, http://purl.oclc.org/dc/
Flake, G.W., Lawrence, S., Giles, C.L.: Efficient identification of web communities. In: Sixth ACM SIGKDD International conference on Knowledge Discovery and Data Mining, pp. 150–159 (2000)
Salton, G.: Automatic indexing using bibliographic citations. Journal of Documentation 27, 98–110 (1971)
Guarino, N.: Formal Ontology and Information Systems. In: Proc. FOIS 1998 trento, Italy, June 6-8 (1998)
Kleinberg, J.: Authoritative sources in a hyperlinked environment. In: Proceedings of the Ninth Annual ACM-SIAM Symposium on Discrete Algorithms (1998)
Bollacker, K.D., Lawrence, S., Giles, C.L.: CiteSeer: an autonomous web agent for automatic retrieval and identification of interesting publications. In: Proceedings of 2nd International Conf. on Autonomous Agents, pp. 116–123. ACM Press, New York (1998)
Lempel, R., Moran, S.: SALSA: stochastic approach for link-structure analysis and the TKC effect. ACM Trans. Information Systems 19, 131–160 (2001)
Lu, Q., Getoor, L.: Link-based classification. In: Proc of ICML 2003 (2003)
ML Papers, http://www.ai.mit.edu/people/ayn/cgi/vpapers
Miller, G.A., Beckwith, R., Felbaum, C., Gross, D., Miller, K.: Introduction to WordNet: An On-line Lexical Database. International Journal of Lexicography 3, 235–244 (1990)
Nanba, H., Okumura, M.: Towards Multi-paper Summarization Using Reference Information. In: Proceedings of the 16th International Joint Conferences on Artificial Intelligence (IJCAI 1999), pp. 926–931 (1999)
Fikes, R., Hayes, P., Horrocks, I.: OWL-QL – a language for deductive query answering on the semantic web. Technical Report KSL-03-14, Knowledge Systems Lab, Stanford University, CA, USA (2003)
Brin, S., Page, L.: The Anatomy of a Large-scale Hypertextual Web Search Engine. In: The Seventh International World Wide Web Conference (1998)
Weinstock, N.: Citation indexes. In: Kent, A. (ed.) Encyclopedia of Library and Information Science, New York, pp. 16–41 (1971)
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Zhao, P., Zhang, M., Yang, D., Tang, S. (2005). Finding Hidden Semantics Behind Reference Linkages : An Ontological Approach for Scientific Digital Libraries. In: Zhou, L., Ooi, B.C., Meng, X. (eds) Database Systems for Advanced Applications. DASFAA 2005. Lecture Notes in Computer Science, vol 3453. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11408079_64
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DOI: https://doi.org/10.1007/11408079_64
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