Community detection: Topological vs. topical

Journal of Informetrics - Tập 5 Số 4 - Trang 498-514 - 2011
Ying Ding1
1School of Library and Information Science, Indiana University, 1320 E 10th, Bloomington, IN 47405, United States

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Tài liệu tham khảo

Ahlgren, 2009, Textual content, cited references, similarity order, and clustering: An experimental study in the context of science mapping, Scientometrics, 83, 862

Allan, 2002

Blei, 2010, The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies, Journal of ACM, 57, 1, 10.1145/1667053.1667056

Blei, 2003, Latent dirichlet allocation, Journal of Machine Learning Research, 3, 993

Boyack, 2010, Co-citation analysis, bibliographic coupling, and direct citation: which citation approach represents the research front most accurately, Journal of the American Society for Information Science and Technology, 61, 2389, 10.1002/asi.21419

Braam, 1991, Mapping of science by combined cocitation and word analysis, Part 1: Structural aspects, Journal of the American Society for Information Science, 42, 233, 10.1002/(SICI)1097-4571(199105)42:4<233::AID-ASI1>3.0.CO;2-I

Clauset, 2008, Hierarchical structure and prediction of missing links in networks, Nature, 453, 98, 10.1038/nature06830

Clauset, 2004, Finding community structure in very large networks, Physical Review E, 70, 066111, 10.1103/PhysRevE.70.066111

Deerwester, 1990, Indexing by latent semantic analysis, Journal of the American Society for Information Science, 41, 391, 10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9

Ding, 2000, Journal as Markers of Intellectual Space: Journal Co-citation Analysis of Information Retrieval Area, 1987–1997, Scientometrics, 47, 55, 10.1023/A:1005665709109

Ding, 2000, Incorporating the results of co-word analyses to increase search variety for information retrieval, Journal of Information Science, 26, 429, 10.1177/016555150002600606

Ding, 2000, Bibliometric information retrieval system (BIRS): A web search interface utilizing bibliometric research results, Journal of the American Society for Information Science, 51, 1190, 10.1002/1097-4571(2000)9999:9999<::AID-ASI1031>3.0.CO;2-B

Flake, 2002, Self-organization and identification of web communities, IEEE Computer, 35, 66, 10.1109/2.989932

Ford, 1956, Maximal flow through a network, Canadian Journal of Mathematics, 8, 399, 10.4153/CJM-1956-045-5

Fortunato, 2007, Resolution limit in community detection, PNAS, 104, 36, 10.1073/pnas.0605965104

Girvan, 2002, Community structure in social and biological networks, Proceedings of the National Academy of Sciences of the United States of America, 99, 7821, 10.1073/pnas.122653799

Glenisson, 2005, Combining full text and bibliometric information in mapping scientific disciplines, Information Processing & Management, 41, 1548, 10.1016/j.ipm.2005.03.021

Gruhl, 2004, Information diffusion through blogspace, 491

Hofmann, 1999, Probabilistic latent semantic indexing, 50

Janssens, 2009, Hybrid clustering for validation and improvement of subject-classification schemes, Information Processing & Management, 683, 10.1016/j.ipm.2009.06.003

Janssens, F. (2007). Clustering of scientific fields by integrating text mining and bibliometrics. Doctoral Dissertation. Faculty of Engineering, Katholieke Universiteit Leuven, Belgium.

Kernighan, 1970, An efficient heuristic procedure for partitioning graphs, Bell Systems Technical Journal, 49, 291, 10.1002/j.1538-7305.1970.tb01770.x

Kessler, 1963, Bibliographic coupling between scientific papers, American Documentation, 24, 123

Leskovec, 2005, Graphs over time: Densification laws, shrinking diameters and possible explanations, 177

Leskovec, 2008, Statistical properties of community structure in large social and information networks, 695

Li, 2010, Community-based topic modeling for social tagging, 1565

Li, D., Zhu, J., Ding, Y., Xin, S., Chen, S., Tang, J., Bollen, J., & Rocha, G. (2011). Adding community and dynamics to topic models. Technical Report. School of Library and Information Science, Indiana University.

Liu, 2010, Weighted hybrid clustering by combining text mining and bibliometrics on a large-scale journal database, Journal of the American Society for Information Science and Technology, 61, 1105, 10.1002/asi.21312

Modha, 2000, Clustering hypertext with applications to web searching, 143

Mimno, 2007, Community-based link prediction with text

Newman, 2003, The structure and function of complex networks, SIAM Review, 45, 167, 10.1137/S003614450342480

Newman, 2004, Detecting community structure in networks, European Physics Journal B, 38, 321, 10.1140/epjb/e2004-00124-y

Nguyen, 2010, Hyper-community detection in the blogsphere

Ponte, 1998, A language modeling approach to information retrieval, 275

Pothen, 1990, Partitioning sparse matrics with eigenvectors of graphs, SIAM Journal of Mathematic Analysis Application, 11, 430, 10.1137/0611030

Rosen-Zvi, 2004, The author-topic model for authors and documents, 487

Small, 1973, Co-citation in the scientific literature: a new measure of the relationship between two documents, Journal of the American Society for Information Science, 24, 265, 10.1002/asi.4630240406

Tang, 2008, ArnetMiner: Extraction and mining of academic social networks, 990

Wallace, M., Gingras, Y., & Duhon, R. (2008). A new approach for detecting scientific specialties from raw cocitation networks. <http://arxiv.org/abs/0807.4903> Accessed: 25.01.11.

Wasserman, 1994

White, 1981, Author co-citation: A literature measure of intellectual structure, Journal of the American Society for Information Science, 32, 163, 10.1002/asi.4630320302

White, 1998, Visualizing a discipline: An author co-citation analysis of information science, 1972–1995, Journal of the American Society for Information Science and Technology, 49, 327

Zhou, 2006, Topic evolution and social interactions: How authors effect research, 248

Zhou, 2006, Probabilistic models for discovering e-communities, 173

Zitt, 1994, Development of a method for detection and trend analysis of research fronts built by lexical or cocitation analysis, Scientometrics, 30, 333, 10.1007/BF02017232

Zitt, 2011, Hybrid citation-word representations in science mapping: Portolan charts of research fields, Journal of the American Society for Information Science and Technology, 62, 19, 10.1002/asi.21440