An alternative topic model based on Common Interest Authors for topic evolution analysis
Tóm tắt
Từ khóa
Tài liệu tham khảo
Allan, 1998
Anjali, M.K. and Babu, A.P. Ambiguities in Natural Language Processing. International Journal of Innovative Research in Computer and Communication Engineering. 392–394.
Ausloos, 2012
Battistella, 2014, The organization of Corporate Foresight: A multiple case study in the telecommunication industry, Technological Forecasting and Social Change, 87, 60, 10.1016/j.techfore.2013.10.022
Blei, 2006, 113
Blei, 2003, Latent dirichlet allocation, Journal of Machine Learning Research : JMLR, 3, 993
Bongers, 2014, Measuring technological trends: A comparison between U.S. And U.S.S.R./Russian jet fighter aircraft, Technological Forecasting and Social Change, 87, 125, 10.1016/j.techfore.2013.12.007
Börner, 2005, Studying the emerging global brain: Analyzing and visualizing the impact of co-authorship teams, Complexity, 10, 57, 10.1002/cplx.20078
Callon, 1983, From translations to problematic networks: An introduction to co-word analysis, Information (International Social Science Council), 22, 191, 10.1177/053901883022002003
Castano, 2017, Exploratory analysis of textual data streams, Future Generation Computer Systems, 68, 391, 10.1016/j.future.2016.07.005
Chen, 2017, Understanding the topic evolution in a scientific domain: An exploratory study for the field of information retrieval, Journal of Informetrics, 11, 1175, 10.1016/j.joi.2017.10.003
Chen, 2019, Tensor decomposition for multilayer networks clustering, Proceedings of the AAAI Conference on Artificial Intelligence AAAI Conference on Artificial Intelligence, 33, 3371, 10.1609/aaai.v33i01.33013371
Cook, 1993, Substructure discovery using minimum description length and background knowledge, The Journal of Artificial Intelligence Research, 1, 231
de Arruda, 2016, Topic segmentation via community detection in complex networks, Chaos an Interdisciplinary Journal of Nonlinear Science, 26, 10.1063/1.4954215
Ding, 2011, Scientific collaboration and endorsement: Network analysis of coauthorship and citation networks, Journal of Informetrics, 5, 187, 10.1016/j.joi.2010.10.008
Dong, 2014, Clustering on multi-layer graphs via subspace analysis on Grassmann Manifolds, IEEE Transactions on Signal Processing, 62, 905, 10.1109/TSP.2013.2295553
Dong, 2012, Clustering with multi-layer graphs: A spectral perspective, IEEE Transactions on Signal Processing, 60, 5820, 10.1109/TSP.2012.2212886
Ferrer, 2004, Patterns in syntactic dependency networks, Physical Review E, 69
Fiscus, 2002, 17
Gaul, 2017, Evaluation of the evolution of relationships between topics over time, Advances in Data Analysis and Classification, 11, 159, 10.1007/s11634-016-0241-2
Guo, 2014, A two-level topic model towards knowledge discovery from citation networks, IEEE Transactions on Knowledge and Data Engineering, 26, 780, 10.1109/TKDE.2013.56
He, 2009, 957
Hoffman, 2010, Online learning for latent dirichlet allocation, 23, 856
Hong, 2011, 832
Hopcroft, 2004, Tracking evolving communities in large linked networks, Proceedings of the National Academy of Sciences, 101, 5249, 10.1073/pnas.0307750100
Huan, 2003
Hug, 2017, Citation analysis with microsoft academic, Scientometrics, 111, 371, 10.1007/s11192-017-2247-8
Jiang, 2010, 77
Jo, 2011, 257
Kay, 2014, Patent overlay mapping: Visualizing technological distance, Journal of the Association for Information Science and Technology, 65, 2432, 10.1002/asi.23146
Kessler, 1963, Bibliographic coupling between scientific papers, American Documentation, 14, 10, 10.1002/asi.5090140103
Kim, 2015, Community detection in multi-layer graphs: A survey, SIGMOD Record, 44, 37, 10.1145/2854006.2854013
Kleinberg, 2003, Bursty and hierarchical structure in streams, Data Mining and Knowledge Discovery, 7, 373, 10.1023/A:1024940629314
Levy, O. and Goldberg, Y. Neural Word Embedding as Implicit Matrix Factorization. 9.
Li, 2017, Explore the research front of a specific research theme based on a novel technique of enhanced co-word analysis, Journal of Information Science, 43, 725, 10.1177/0165551516661914
Liu, 2008, Clustering text data streams, Journal of Computer Science and Technology, 23, 112, 10.1007/s11390-008-9115-1
Louppe, 2016, Ethnicity sensitive author disambiguation using semi-supervised learning, Knowledge Engineering and Semantic Web, 272, 10.1007/978-3-319-45880-9_21
Martin, 2011, OpenOrd: An open-source toolbox for large graph layout, Visualization and Data Analysis, 2011
Mei, 2005, 198
Menenberg, 2016, 3509
Mikolov, T. et al. Distributed Representations of Words and Phrases and their Compositionality. 9.
Mikolov, 2013
Mimno, 2011, 262
Mucha, 2010, Community structure in time-dependent, multiscale, and multiplex networks, Science, 328, 876, 10.1126/science.1184819
Newman, 2010, 100
Newman, 2014, Comparing methods to extract technical content for technological intelligence, Journal of Engineering and Technology Management, 32, 97, 10.1016/j.jengtecman.2013.09.001
Papalexakis, 2013, 899
Paul, 2016, Consistent community detection in multi-relational data through restricted multi-layer stochastic blockmodel, Electronic Journal of Statistics, 10, 3807, 10.1214/16-EJS1211
Porter, 1995, Technology opportunities analysis, Technological Forecasting and Social Change, 49, 237, 10.1016/0040-1625(95)00022-3
Resnik, 1999, Semantic similarity in a taxonomy: An information-based measure and its application to problems of ambiguity in natural language, The Journal of Artificial Intelligence Research, 11, 95, 10.1613/jair.514
Rocklin, 2013, On clustering on graphs with multiple edge types, Internet Mathematics, 9, 82, 10.1080/15427951.2012.678191
Rosen-Zvi, 2004, 487
Rossi, 2012, Transforming graph data for statistical relational learning, The Journal of Artificial Intelligence Research (JAIR), 45
Rudolph, 2018, 1003
Schramm, 2017
Segev, 2009, Adaptive ontology use for crisis knowledge representation, International Journal of Information Systems for Crisis Response Management, 1, 16, 10.4018/jiscrm.2009040102
Segev, 2013, 419
Segev, 2015, Analysis of technology trends based on diverse data sources, IEEE Transactions on Services Computing, 8, 903, 10.1109/TSC.2014.2338855
Shiga, 2012, A variational bayesian framework for clustering with multiple graphs, IEEE Transactions on Knowledge and Data Engineering, 24, 577, 10.1109/TKDE.2010.272
Sidiropoulos, 2017, Tensor decomposition for signal processing and machine learning, IEEE Transactions on Signal Processing, 65, 3551, 10.1109/TSP.2017.2690524
Silva, 2016, Using network science and text analytics to produce surveys in a scientific topic, Journal of Informetrics, 10, 487, 10.1016/j.joi.2016.03.008
Steyvers, 2007, 427
Strotmann, 2012, Author name disambiguation: What difference does it make in author-based citation analysis?, Journal of the American Society for Information Science and Technology, 63, 1820, 10.1002/asi.22695
Tang, 2009, 1016
Torvik, 2009, Author name disambiguation in MEDLINE, ACM Transactions on Knowledge Discovery from Data (TKDD), 3
Wang, 2006, 424
Wang, 2017, Learning latent topics from the word Co-occurrence network, Theoretical Computer Science, 18, 10.1007/978-981-10-6893-5_2
White, 1998, Visualizing a discipline: An author co-citation analysis of information science, 1972–1995, Journal of the American Society for Information Science, 49, 327
Yan, 2012, Scholarly network similarities: How bibliographic coupling networks, citation networks, cocitation networks, topical networks, coauthorship networks, and coword networks relate to each other, Journal of the American Society for Information Science and Technology, 63, 1313, 10.1002/asi.22680
Zhang, 2013, Non-negative Tri-factor tensor decomposition with applications, Knowledge and Information Systems, 34, 243, 10.1007/s10115-011-0460-y