|
|
PatentRank Algorithm——A Study of Using Cited Time and Citation Network to Calculate U.S. Patents |
Ku Liping |
Department of Library and Information Science, National Taiwan University, Taipei 10617, China |
|
|
Abstract Based on the PageRank and ArticleRank, the paper uses the times cited criterion and citation network to calculate the rank scores,thus establishes the PatentRank Algorithm. Then it analyzes the relevant digital library patents of the USPTO patent database and the results show that the PatentRank Algorithm can differentiate patents which of the same number of citations. The originality is a novel application of the PageRank Algorithm.
|
Received: 22 March 2011
Published: 15 August 2011
|
|
[1] Corso G M D, Romani F, Binii D A. Versatile Weighting Strategies for a Citation-based Research Evaluation Model[ED/OL]. [2010-10-27]. http://www.dmi.unipg.it/lmc/galn/data/talk/delcorso.pdf.[2] Li J, Willett P. ArticleRank: A PageRank-based Alternative to Numbers of Citations for Analyzing Citation Networks[J]. Aslib Proceedings:New Information Perspectives, 2009, 61(6):605-618.[3] Yan E, Ding Y. Discovering Author Impact: A PageRank Perspective[J]. Information Processing & Management, 2011, 47(1):125-134.[4] Liu X, Bollen J, Nelson M L, et al. Co-authorship Networks in the Digital Library Research Community[J]. Information Processing & Management, 2005, 41(6):1462-1480.[5] Fiala D, Rousselot F, Jezek K. PageRank for Bibliographic Networks[J]. Scientometrics, 2008, 76(1):135-158.[6] Yan E, Ding Y. Applying Centrality Measures to Impact Analysis:A Co-authorship Network Analysis[J]. Journal of the American Society for Information Science and Technology, 2009, 60(10):2107-2118.[7] Ding Y, Yan E, Frazho A, et al. PageRank for Ranking Authors in Co-citation Networks[J]. Journal of the American Society for Information Science and Technology, 2009, 60(11):2229-2243.[8] Wu X, Kumar V, Quinlan J R, et al. Top 10 Algorithms in Data Mining[J]. Knowledge and Information System, 2008, 14(1):1-37.[9] Page L, Brin S, Motwani R, et al. The PageRank Citation Ranking: Bringing Order to the Web [ED/OL]. [2010-10-27]. http://ilpubs.stanford.edu:8090/422/.[10] Brin S, Page L. The Anatomy of a Large-scale Hypertextual Web Search Engine[J]. Computer Networks and ISDN Systems,1998, 30(1-7):107-117.[11] Uddin M N, Janecek P. A Framework for Integrating Faceted Classification Within a Content Management System[ED/OL].[2011-04-07] .http://kst.buu.ac.th/proceedings/JCSSE2005/pdf/a-702.pdf.[12] Berlt K, Moura E S, Carvalho A, et al. Modeling the Web as a Hypergraph to Compute Page Reputation[J]. Information Systems, 2010, 35(5):530-543.[13] Eirinaki M, Vazirgiannis M. Web Site Personalization Based on Link Analysis and Navigational Patterns[J]. ACM Transactions on Internet Technology, 2007, 7(4):1-27.[14] Witten I H. Searching … in a Web[J]. Journal of Universal Computer Science, 2008, 14(10):1739-1762.[15] Pinskis G, Narin F. Citation Influence for Journal Aggregates of Scientific Publications: Theory, with Application to the Literature of Physics[J]. Information Processing and Management, 1976, 12(5):297-312.[16] Boldi R, Santini M, Vigna S. PageRank: Functional Dependencies[J/OL]. ACM Transactions on Information Systems. [2010-09-22]. http://vigna.dsi.unimi.it/ftp/papers/PageRankFunctional.pdf.[17] Ma N, Guan J, Zhao Y. Bringing PageRank to the Citation Analysis[J]. Information Processing and Management, 2008, 44(2):800-810.[18] Tague-Sutcliffe J. An Introduction to Informetrics[J]. Information Processing and Management, 1992, 28(1):1-3.[19] Björneborn L, Ingwersen P. Perspectives of Webometrics[J]. Scientometrics, 2001, 50(1):78-79.[20] Sidiropoulos A, Manolopoulos Y. Generalized Comparison of Graph-based Ranking Algorithms for Publications and Authors[J]. Journal of Systems and Software,2006, 79(12):1679-1700.[21] Krapivin M, Marchese M, Casati F. Exploring and Understanding Citation-based Scientific Metrics [EB/OL]. [2010-09-22].http://disi.unitn.it/~krapivin/acs-2009-metrics.pdf.[22] Yang W S, Jan Y S. Increasing the Authoritativeness of Web Recommendations Using PageRank-based Approaches[J]. Online Information Review, 2009, 33(2):362-375.[23] 罗思嘉. 专利计量分析与应用[J]. 国立成功大学图书馆馆刊, 2007(16):43-54.[24] 陈达仁,黄慕萱. 专利资讯-检索、分析与策略[M].台北:华泰文化, 2009.[25] Lin Y, Shi X, Wei Y. On Computing PageRank via Lumping the Google Matrix[J]. Journal of Computational and Applied Mathematics, 2009, 224(2):702-708.[26] Gleich D F, Gray A P, Chen G, et al. An Inner-outer Iteration for Computing Pagerank[J]. Society for Industrial and Applied Mathematics, 2010,32(1):349-371.[27] Andersson F K, Silvestrov S D. The Mathematics of Internet Search Engines[J]. Acta Applicandae Mathematicae, 2008, 104(2): 211-242.[28] Wills R S, Ipsen I C F. Ordinal Ranking for Google’s PageRank[J]. Matrix Annual, 2009, 30(4):1677-1696.[29] Liu Y, Liu T Y, Gao B, et al. A Framework to Compute Page Importance Based on User Behaviors[J]. Information Retrieval, 2010, 13(1):22-45.[30] Kim H, Chan P. Personalized Search Results with User Interest Hierarchies Learnt from Bookmarks[J]. Advances in Web Mining and Web Usage Analysis, 2006, 4198:158-176.[31] Ke Y, Deng L, Ng W, et al. Web Dynamics and Their Ramifications for the Development of Web Search Engines[J]. Computer Networks, 2006, 50(10):1430-1447.[32] Li Q, Chen Y P. Person 樢 ed Text Snippet Extraction Using Statistical Language Models[J]. Pattern Recognition, 2010, 43(1):378-386.[33] Vallejo C G, Troyano J A, Ortega F J. InstanceRank: Bringing Order to Datasets[J]. Pattern Recognition Letters, 2010, 31(2):133-142. |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|