Generation of topic evolution trees from heterogeneous bibliographic networks
•Heterogeneous paper networks are useful for construction of topic evolution trees.•Meta-path restrictions based on contribution enable context-dependent results.•Context-sensitive topic evolution trees enhanced information retrieval results. The volume of the existing research literature is such it...
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| Published in | Journal of informetrics Vol. 10; no. 2; pp. 606 - 621 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.05.2016
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1751-1577 1875-5879 |
| DOI | 10.1016/j.joi.2016.04.002 |
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| Abstract | •Heterogeneous paper networks are useful for construction of topic evolution trees.•Meta-path restrictions based on contribution enable context-dependent results.•Context-sensitive topic evolution trees enhanced information retrieval results.
The volume of the existing research literature is such it can make it difficult to find highly relevant information and to develop an understanding of how a scientific topic has evolved. Prior research on topic evolution has often leveraged refinements to Latent Dirichlet Allocation (LDA) to identify emerging topics. However, such methods do not answer the question of which studies contributed to the evolution of a topic. In this paper we show that meta-paths over a heterogeneous bibliographic network (consisting of papers, authors and venues) can be used to identify the network elements that made the greatest contributions to a topic. In particular, by adding derived edges that capture the contribution of papers, authors, and venues to a topic (using PageRank algorithm), a restricted meta-path over the bibliographic network can be used to restrict the evolution of topics to the context of interest to a researcher. We use such restricted meta-paths to construct a topic evolution tree that can provide researchers with a web-based visualization of the evolution of a scientific topic in the context of interest to them. Compared to baseline networks without restrictions, we find that restricted networks provide more useful topic evolution trees. |
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| AbstractList | •Heterogeneous paper networks are useful for construction of topic evolution trees.•Meta-path restrictions based on contribution enable context-dependent results.•Context-sensitive topic evolution trees enhanced information retrieval results.
The volume of the existing research literature is such it can make it difficult to find highly relevant information and to develop an understanding of how a scientific topic has evolved. Prior research on topic evolution has often leveraged refinements to Latent Dirichlet Allocation (LDA) to identify emerging topics. However, such methods do not answer the question of which studies contributed to the evolution of a topic. In this paper we show that meta-paths over a heterogeneous bibliographic network (consisting of papers, authors and venues) can be used to identify the network elements that made the greatest contributions to a topic. In particular, by adding derived edges that capture the contribution of papers, authors, and venues to a topic (using PageRank algorithm), a restricted meta-path over the bibliographic network can be used to restrict the evolution of topics to the context of interest to a researcher. We use such restricted meta-paths to construct a topic evolution tree that can provide researchers with a web-based visualization of the evolution of a scientific topic in the context of interest to them. Compared to baseline networks without restrictions, we find that restricted networks provide more useful topic evolution trees. |
| Author | Milojevic, Staša Liu, Xiaozhong Jensen, Scott Yu, Yingying |
| Author_xml | – sequence: 1 givenname: Scott surname: Jensen fullname: Jensen, Scott email: scott.jensen@sjsu.edu organization: San Jose State University, Lucas College and Graduate School of Business, MIS Department, One Washington Square, San Jose, CA 95192, USA – sequence: 2 givenname: Xiaozhong surname: Liu fullname: Liu, Xiaozhong email: liu237@indiana.edu organization: Indiana University, School of Informatics and Computing, Dept. of Info. and Library Sciences, Wells Library, Room 027, 1320 E. 10th Street, Bloomington, IN 47405, USA – sequence: 3 givenname: Yingying surname: Yu fullname: Yu, Yingying email: uee870927@126.com organization: Dalian Maritime University, College of Transportation Management, Department of Management Science and Engineering, Room 211, Guanli Building, No. 1, Linghai Road, Dalian, Liaoning Province 116026, China – sequence: 4 givenname: Staša surname: Milojevic fullname: Milojevic, Staša email: smilojev@indiana.edu organization: Indiana University, School of Informatics and Computing, Dept. of Info. and Library Sciences, Wells Library, Room 017, 1320 E. 10th Street, Bloomington, IN 47405, USA |
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| Cites_doi | 10.1145/1281192.1281234 10.1145/1401890.1402004 10.1016/j.joi.2014.07.006 10.1007/s11192-014-1484-3 10.1023/A:1005647328460 10.1002/(SICI)1097-4571(1998110)49:13<1185::AID-ASI6>3.0.CO;2-V 10.1007/s11192-014-1483-4 10.1109/MIS.2008.20 10.3386/w16002 10.1126/science.149.3683.510 10.1016/j.respol.2014.02.005 10.1109/I-SPAN.2009.84 10.1177/0165551514540565 10.1007/s11192-014-1480-7 10.1145/1496091.1496100 10.1007/s10115-009-0231-1 10.1002/(SICI)1097-4571(199409)45:8<572::AID-ASI11>3.0.CO;2-X 10.1108/EUM0000000007095 10.1002/asi.20317 10.1186/1471-2105-13-249 10.1145/1141753.1141765 10.1145/2556195.2556259 10.1101/gr.1239303 10.1145/2247596.2247618 10.1145/1143844.1143859 10.1145/2661829.2661965 10.1007/s11192-014-1479-0 10.1016/j.joi.2010.06.004 10.1007/978-3-642-10439-8_28 10.14778/3402707.3402736 10.1145/2702613.2732781 10.1287/serv.1120.0014 10.1145/2124295.2124373 10.1002/asi.22883 10.1145/2481244.2481248 10.1111/j.1752-8062.2010.00223.x 10.1007/s11192-014-1485-2 10.1145/956750.956782 10.1109/JCDL.2014.6970191 10.1145/2339530.2339738 10.1002/(SICI)1097-4571(199210)43:9<602::AID-ASI3>3.0.CO;2-Q 10.1002/asi.10226 10.1109/MIS.2009.36 10.1140/epjb/e2013-40829-0 10.1002/asi.23329 10.1073/pnas.0307752101 10.1108/eb026895 10.1006/ijhc.2000.0416 10.1126/science.1201765 10.1145/1458550.1458556 10.1002/asi.20543 10.1145/1645953.1646076 10.1002/asi.20542 10.1145/1014052.1014087 |
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| References | Falk-Krzesinski, Börner, Contractor, Fiore, Hall, Keyton (bib0060) 2010; 3 Garfield, E. (2001). From bibliographic coupling to co-citation analysis via algorithmic historio-bibliography. Presented at Drexel University, Philadelphia, PA. Lee, Adorna (bib0145) 2012 Jo, Lagoze, Giles (bib0125) 2007 Donofrio, Spohrer, Zadeh (bib0050) 2010 Garfield, Sher, Torpie (bib0080) 1964 Barile, Franco, Nota, Saviano (bib0005) 2012; 4 Bornmann, Mutz (bib0035) 2015; 66 Last retrieved 11.01.16. Vaquero, Rodero-Merino, Caceres, Lindner (bib0305) 2009; 39 He, Chen, Pei, Qiu, Mitra, Giles (bib0105) 2009 Nelson (bib0205) 2009 Tamine-Lechani, Boughanem, Daoud (bib0280) 2010; 24 Shannon, Markiel, Ozier, Baliga, Wang, Ramage (bib0230) 2003; 13 Sun, Norick, Han, Yan, Yu, Yu (bib0260) 2012 Mai (bib0170) 2001; 57 Evans, Foster (bib0055) 2011; 331 Ha-Thuc, Srinivasan (bib0285) 2008 Jiang, Liu, Gao (bib0120) 2015 Sun, Han (bib0250) 2012; 14 Griffiths, Steyvers (bib0090) 2004; 101 Liu, Croft (bib0150) 2004 Mörchen, Dejori, Fradkin, Etienne, Wachmann, Bundschus (bib0195) 2008 Yan, Tang, Liu, Shan, Li (bib0355) 2011 Liu, X., Yu, Y., Guo, C., Sun, Y., & Gao, L. (2014a). Full-text based context-rich heterogeneous network mining approach for citation recommendation. In Liu, Zhang, Guo (bib0165) 2013; 64 White (bib0320) 2007; 58 Blei, Lafferty (bib0020) 2006 Cheung, Ouellette, Wasserman (bib0045) 2012; 13 Steyvers, Smyth, Rosen-Zvi, Griffiths (bib0245) 2004 Sutcliffe, Ennis, Hu (bib0270) 2000; 53 Svenonius (bib0275) 2003 Mann, Mimno, McCallum (bib0180) 2006 Liu, Yu, Guo, Sun (bib0160) 2014 Newman, D., Karimi, S., & Cavedon, L.(2009). Using Topic Models to Interpret MEDLINE's Medical Subject Headings. In (pp. 361–370). IEEE Press. White (bib0330) 2015; 102 Chen (bib0040) 2006; 57 Sun, Han, Aggarwal, Chawla (bib0255) 2012 Mell, Grance (bib0190) 2011 Van Raan (bib0300) 2000; 47 Maloney, Sequeira, Kelly, Orris, Beck (bib0175) 2013 Fidel (bib0065) 1994; 45 Sun, Han, Yan, Yu, Wu (bib0265) 2011; 4 Mutschke, Mayr (bib0200) 2015; 102 Wu, Zhang, Hong, Chen (bib0350) 2014; 40 Bates (bib0010) 1998; 49 White, Smyth (bib0335) 2003 Shi, Kong, Yu, Xie, Wu (bib0235) 2012 Bolelli, Ertekin, Zhou, Giles (bib0030) 2009 Wolfram (bib0345) 2015; 102 White (bib0325) 2007; 58 Blei, Ng, Jordan (bib0025) 2003; 3 Hendler (bib0110) 2008; 23 Last Accessed 16.05.01. Price (bib0225) 1965; 149 Beck, Randall (bib0015) 2013 Halevy, Norvig, Pereira (bib0095) 2009; 24 Mayr, Scharnhorst (bib0185) 2015; 102 Wagner, Roessner, Bobb, Klein, Boyack, Keyton (bib0310) 2011; 5 Harter (bib0100) 1992; 43 Koopman, Wang, Scharnhorst, Englebienne (bib0140) 2015 Waltman, Van Eck (bib0315) 2013; 86 Van Eck, Waltman (bib0290) 2014; 8 Price (bib0220) 1963 Jones, B. F. (2010). As science evolves, how can science policy? NBER Working Paper 16002. Yu, Ren, Sun, Gu, Sturt, Khandelwal, Norick, Han (bib0360) 2014 Jones, B. F. (2005). The burden of knowledge and the ‘death of the renaissance man': is innovation getting harder? NBER Working Paper 11360. Price (bib0215) 1961 Glänzel (bib0085) 2015; 102 Small, Boyack, Klavans (bib0240) 2014; 43 Hjorland (bib0115) 1992; 48 (pp. 270-279). Springer-Verlag. Van Eck, Waltman (bib0295) 2014 Wilson (bib0340) 1968 Garfield, Pudovkin, Istomin (bib0075) 2003; 54 Halevy (10.1016/j.joi.2016.04.002_bib0095) 2009; 24 Lee (10.1016/j.joi.2016.04.002_bib0145) 2012 Wolfram (10.1016/j.joi.2016.04.002_bib0345) 2015; 102 Bornmann (10.1016/j.joi.2016.04.002_bib0035) 2015; 66 White (10.1016/j.joi.2016.04.002_bib0320) 2007; 58 Garfield (10.1016/j.joi.2016.04.002_bib0075) 2003; 54 He (10.1016/j.joi.2016.04.002_bib0105) 2009 Blei (10.1016/j.joi.2016.04.002_bib0025) 2003; 3 Chen (10.1016/j.joi.2016.04.002_bib0040) 2006; 57 Blei (10.1016/j.joi.2016.04.002_bib0020) 2006 Cheung (10.1016/j.joi.2016.04.002_bib0045) 2012; 13 Mayr (10.1016/j.joi.2016.04.002_bib0185) 2015; 102 Mörchen (10.1016/j.joi.2016.04.002_bib0195) 2008 Small (10.1016/j.joi.2016.04.002_bib0240) 2014; 43 Garfield (10.1016/j.joi.2016.04.002_bib0080) 1964 10.1016/j.joi.2016.04.002_bib0155 Barile (10.1016/j.joi.2016.04.002_bib0005) 2012; 4 Sun (10.1016/j.joi.2016.04.002_bib0255) 2012 Wu (10.1016/j.joi.2016.04.002_bib0350) 2014; 40 Evans (10.1016/j.joi.2016.04.002_bib0055) 2011; 331 Bates (10.1016/j.joi.2016.04.002_bib0010) 1998; 49 Van Raan (10.1016/j.joi.2016.04.002_bib0300) 2000; 47 Price (10.1016/j.joi.2016.04.002_bib0225) 1965; 149 Sun (10.1016/j.joi.2016.04.002_bib0260) 2012 Glänzel (10.1016/j.joi.2016.04.002_bib0085) 2015; 102 Waltman (10.1016/j.joi.2016.04.002_bib0315) 2013; 86 Van Eck (10.1016/j.joi.2016.04.002_bib0295) 2014 Fidel (10.1016/j.joi.2016.04.002_bib0065) 1994; 45 Koopman (10.1016/j.joi.2016.04.002_bib0140) 2015 Mai (10.1016/j.joi.2016.04.002_bib0170) 2001; 57 Bolelli (10.1016/j.joi.2016.04.002_bib0030) 2009 White (10.1016/j.joi.2016.04.002_bib0330) 2015; 102 Svenonius (10.1016/j.joi.2016.04.002_bib0275) 2003 Hendler (10.1016/j.joi.2016.04.002_bib0110) 2008; 23 Liu (10.1016/j.joi.2016.04.002_bib0165) 2013; 64 Jiang (10.1016/j.joi.2016.04.002_bib0120) 2015 Jo (10.1016/j.joi.2016.04.002_bib0125) 2007 Shannon (10.1016/j.joi.2016.04.002_bib0230) 2003; 13 Ha-Thuc (10.1016/j.joi.2016.04.002_bib0285) 2008 Griffiths (10.1016/j.joi.2016.04.002_bib0090) 2004; 101 White (10.1016/j.joi.2016.04.002_bib0325) 2007; 58 Yan (10.1016/j.joi.2016.04.002_bib0355) 2011 White (10.1016/j.joi.2016.04.002_bib0335) 2003 Vaquero (10.1016/j.joi.2016.04.002_bib0305) 2009; 39 Van Eck (10.1016/j.joi.2016.04.002_bib0290) 2014; 8 Mutschke (10.1016/j.joi.2016.04.002_bib0200) 2015; 102 Hjorland (10.1016/j.joi.2016.04.002_bib0115) 1992; 48 10.1016/j.joi.2016.04.002_bib0070 Yu (10.1016/j.joi.2016.04.002_bib0360) 2014 Sun (10.1016/j.joi.2016.04.002_bib0250) 2012; 14 Liu (10.1016/j.joi.2016.04.002_bib0160) 2014 10.1016/j.joi.2016.04.002_bib0210 Mell (10.1016/j.joi.2016.04.002_bib0190) 2011 10.1016/j.joi.2016.04.002_bib0130 Nelson (10.1016/j.joi.2016.04.002_bib0205) 2009 Beck (10.1016/j.joi.2016.04.002_bib0015) 2013 Steyvers (10.1016/j.joi.2016.04.002_bib0245) 2004 Sun (10.1016/j.joi.2016.04.002_bib0265) 2011; 4 Donofrio (10.1016/j.joi.2016.04.002_bib0050) 2010 Harter (10.1016/j.joi.2016.04.002_bib0100) 1992; 43 10.1016/j.joi.2016.04.002_bib0135 Falk-Krzesinski (10.1016/j.joi.2016.04.002_bib0060) 2010; 3 Price (10.1016/j.joi.2016.04.002_bib0215) 1961 Wilson (10.1016/j.joi.2016.04.002_bib0340) 1968 Maloney (10.1016/j.joi.2016.04.002_bib0175) 2013 Mann (10.1016/j.joi.2016.04.002_bib0180) 2006 Price (10.1016/j.joi.2016.04.002_bib0220) 1963 Tamine-Lechani (10.1016/j.joi.2016.04.002_bib0280) 2010; 24 Wagner (10.1016/j.joi.2016.04.002_bib0310) 2011; 5 Sutcliffe (10.1016/j.joi.2016.04.002_bib0270) 2000; 53 Liu (10.1016/j.joi.2016.04.002_bib0150) 2004 Shi (10.1016/j.joi.2016.04.002_bib0235) 2012 |
| References_xml | – volume: 3 start-page: 263 year: 2010 end-page: 266 ident: bib0060 article-title: Advancing the science of team science publication-title: Clinical and Translational Science – start-page: 283 year: 2014 end-page: 292 ident: bib0360 article-title: Personalized entity recommendation: a heterogeneous information network approach publication-title: Proceedings of the 7th ACM international conference on web search and data mining (WSDM ‘14), ACM – year: 2010 ident: bib0050 article-title: Research-driven medical education and practice: a case for T-shaped professionals publication-title: IBM working document – reference: (pp. 270-279). Springer-Verlag. – start-page: 1348 year: 2012 end-page: 1356 ident: bib0260 article-title: Integrating meta-path selection with user-guided object clustering in heterogeneous information networks publication-title: Proceedings of the 18th ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘12), ACM – volume: 66 start-page: 2215 year: 2015 end-page: 2222 ident: bib0035 article-title: Growth rates of modern science: a bibliometric analysis based on the number of publications and cited references publication-title: Journal of the Association for Information Science and Technology – start-page: 266 year: 2003 end-page: 275 ident: bib0335 article-title: Algorithms for estimating relative importance in networks publication-title: Proceedings of the ninth ACM SIGKDD int. conf. on knowledge discovery and data mining, ACM – volume: 40 start-page: 611 year: 2014 end-page: 620 ident: bib0350 article-title: Topic evolution based on LDA and HMM and its application in stem cell research publication-title: Journal of Information Science – volume: 4 start-page: 992 year: 2011 end-page: 1003 ident: bib0265 article-title: Pathsim: meta path-based top-k similarity search in heterogeneous information networks publication-title: Proceedings of the VLDB endowment – volume: 47 start-page: 347 year: 2000 end-page: 362 ident: bib0300 article-title: On growth, ageing, and fractal differentiation of science publication-title: Scientometrics – volume: 58 start-page: 536 year: 2007 end-page: 559 ident: bib0320 article-title: Combining bibliometrics, information retrieval, and relevance theory, Part 1: first examples of synthesis publication-title: Journal of the American Society for Information Science and Technology – volume: 23 start-page: 2 year: 2008 end-page: 4 ident: bib0110 article-title: Avoiding Another AI Winter publication-title: IEEE Intelligent Systems – reference: Jones, B. F. (2010). As science evolves, how can science policy? NBER Working Paper 16002. – start-page: 663 year: 2012 end-page: 672 ident: bib0255 article-title: When will it happen? Relationship prediction in heterogeneous information networks publication-title: Proceedings of the fifth ACM international conference on web search and data mining (WSDM ‘12), ACM – year: 1964 ident: bib0080 article-title: The use of citation data in writing the history of science – volume: 102 start-page: 2201 year: 2015 end-page: 2214 ident: bib0345 article-title: The symbiotic relationship between information retrieval and informetrics publication-title: Scientometrics – reference: Liu, X., Yu, Y., Guo, C., Sun, Y., & Gao, L. (2014a). Full-text based context-rich heterogeneous network mining approach for citation recommendation. In – reference: Last Accessed 16.05.01. – start-page: 180 year: 2012 end-page: 191 ident: bib0235 article-title: Relevance search in heterogeneous networks publication-title: Proceedings of the 15th international conference on extending database technology (EDBT ‘12), ACM – volume: 64 start-page: 1852 year: 2013 end-page: 1863 ident: bib0165 article-title: Full-text citation analysis: A new method to enhance scholarly networks publication-title: Journal of the American Society for Information Science and Technology – volume: 57 start-page: 359 year: 2006 end-page: 377 ident: bib0040 article-title: CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature publication-title: Journal of the American Society for Information Science and Technology – start-page: 285 year: 2014 end-page: 320 ident: bib0295 article-title: Visualizing bibliometric networks publication-title: Measuring scholarly impact: methods and practice – volume: 3 start-page: 993 year: 2003 end-page: 1022 ident: bib0025 article-title: Latent Dirichlet allocation publication-title: The Journal of Machine Learning Research – volume: 102 start-page: 2275 year: 2015 end-page: 2299 ident: bib0330 article-title: Co-cited author retrieval and relevance theory: examples from humanities publication-title: Scientometrics – start-page: 65 year: 2006 end-page: 74 ident: bib0180 article-title: Bibliometric impact measures leveraging topic analysis publication-title: Proceedings of the 6th ACM/IEEE-CS joint conference on digital libraries (JCDL ‘06), ACM – start-page: 69 year: 2009 end-page: 72 ident: bib0030 article-title: Finding topic trends in digital libraries publication-title: Proceedings of the 9th ACM/IEEE-CS joint conference on digital libraries (JCDL ‘09), ACM – start-page: 25 year: 2008 end-page: 32 ident: bib0285 article-title: Topic models and a revisit of text-related applications publication-title: Proceedings of the 2nd PhD workshop on Information and knowledge management (PIKM ‘08), ACM – reference: Garfield, E. (2001). From bibliographic coupling to co-citation analysis via algorithmic historio-bibliography. Presented at Drexel University, Philadelphia, PA. – volume: 149 start-page: 510 year: 1965 end-page: 515 ident: bib0225 article-title: Networks of scientific papers publication-title: Science – volume: 45 start-page: 572 year: 1994 end-page: 576 ident: bib0065 article-title: User-centered indexing publication-title: Journal of the American Society for Information Science – volume: 24 start-page: 8 year: 2009 end-page: 12 ident: bib0095 article-title: The unreasonable effectiveness of data publication-title: IEEE Intelligent Systems – volume: 5 start-page: 14 year: 2011 end-page: 26 ident: bib0310 article-title: Approaches to understanding and measuring interdisciplinary scientific research: a review of the literature publication-title: Journal of Informetrics – year: 2013 ident: bib0015 article-title: NLM DTD to NISO JATS Z39. 96-2012 publication-title: The NCBI Handbook [Internet] – volume: 14 start-page: 20 year: 2012 end-page: 28 ident: bib0250 article-title: Mining heterogeneous information networks: a structural analysis approach publication-title: ACM SIGKDD Explorations Newsletter – volume: 24 start-page: 1 year: 2010 end-page: 34 ident: bib0280 article-title: Evaluation of contextual information retrieval effectiveness: overview of issues and research publication-title: Knowledge and Information Systems – volume: 49 start-page: 1185 year: 1998 end-page: 1205 ident: bib0010 article-title: Indexing and access for digital libraries and the Internet: human, database, and domain factors publication-title: Journal of the American Society for Information Science – volume: 13 start-page: 2498 year: 2003 end-page: 2504 ident: bib0230 article-title: Cytoscape: a software environment for integrated models of biomolecular interaction networks publication-title: Genome Research – volume: 48 start-page: 172 year: 1992 end-page: 200 ident: bib0115 article-title: The concept of subject in information science publication-title: Journal of Documentation – volume: 101 start-page: 5228 year: 2004 end-page: 5235 ident: bib0090 article-title: Finding scientific topics publication-title: Proceedings of the National Academy of Sciences – start-page: 1833 year: 2015 end-page: 1838 ident: bib0140 article-title: Ariadne’s thread—interactive navigation in a world of networked information publication-title: Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA ’15), ACM – volume: 102 start-page: 2323 year: 2015 end-page: 2345 ident: bib0200 article-title: Science models for search: a study of combining scholarly information retrieval and scientometrics publication-title: Scientometrics – volume: 43 start-page: 1450 year: 2014 end-page: 1467 ident: bib0240 article-title: Identifying emerging topics in science and technology publication-title: Research Policy – start-page: 306 year: 2004 end-page: 315 ident: bib0245 article-title: Probabilistic author-topic models for information discovery publication-title: Proceedings of the tenth ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘04), ACM – volume: 57 start-page: 591 year: 2001 end-page: 622 ident: bib0170 article-title: Semiotics and indexing: an analysis of the subject indexing process publication-title: Journal of Documentation – volume: 58 start-page: 583 year: 2007 end-page: 605 ident: bib0325 article-title: Combining bibliometrics, information retrieval, and relevance theory, Part 2: some implications for information science publication-title: Journal of the American Society for Information Science and Technology – year: 1968 ident: bib0340 article-title: Two kinds of power: an essay on bibliographical control – start-page: 822 year: 2003 end-page: 838 ident: bib0275 article-title: Design of controlled vocabularies publication-title: Encyclopedia of library and information science – volume: 53 start-page: 741 year: 2000 end-page: 763 ident: bib0270 article-title: Evaluating the effectiveness of visual user interfaces for information retrieval publication-title: International Journal of Human-Computer Studies – volume: 43 start-page: 602 year: 1992 end-page: 615 ident: bib0100 article-title: Psychological relevance and information science publication-title: Journal of the American Society for Information Science – volume: 13 start-page: 249 year: 2012 ident: bib0045 article-title: Quantitative biomedical annotation using medical subject heading overrepresentation profiles (meshops) publication-title: BMC Bioinformatics – start-page: 954 year: 2008 end-page: 962 ident: bib0195 article-title: Anticipating annotations and emerging trends in biomedical literature publication-title: Proceedings of the 14th ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘08), ACM – start-page: 113 year: 2006 end-page: 120 ident: bib0020 article-title: Dynamic topic models publication-title: Proceedings of the 23rd international conference on machine learning, ACM – volume: 8 start-page: 802 year: 2014 end-page: 823 ident: bib0290 article-title: CitNetExplorer: a new software tool for analyzing and visualizing citation networks publication-title: Journal of Informetrics – start-page: 121 year: 2014 end-page: 130 ident: bib0160 article-title: Meta-path-based ranking with pseudo relevance feedback on heterogeneous graph for citation recommendation publication-title: Proceedings of the 23rd ACM international conference on conference on information and knowledge management (CIKM ‘14), ACM – year: 1961 ident: bib0215 article-title: Science since Babylon – start-page: 370 year: 2007 end-page: 379 ident: bib0125 article-title: Detecting research topics via the correlation between graphs and texts publication-title: Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD '07), ACM – reference: Jones, B. F. (2005). The burden of knowledge and the ‘death of the renaissance man': is innovation getting harder? NBER Working Paper 11360. – start-page: 1247 year: 2011 end-page: 1252 ident: bib0355 article-title: Citation count prediction: learning to estimate future citations for literature publication-title: Proceedings of the 20th ACM international conference on information and knowledge management (CIKM ‘11), ACM – start-page: 957 year: 2009 end-page: 966 ident: bib0105 article-title: Detecting topic evolution in scientific literature: how can citations help? publication-title: Proceedings of the 18th ACM conference on Information and knowledge management (CIKM '09), ACM – volume: 102 start-page: 2193 year: 2015 end-page: 2199 ident: bib0185 article-title: Scientometrics and information retrieval: weak-links revitalized publication-title: Scientometrics – reference: . Last retrieved 11.01.16. – reference: (pp. 361–370). IEEE Press. – year: 1963 ident: bib0220 article-title: Little science, big science – volume: 4 start-page: 161 year: 2012 end-page: 180 ident: bib0005 article-title: Structure and dynamics of a T-shaped knowledge: from individuals to cooperating communities of practice publication-title: Service Science – volume: 331 start-page: 721 year: 2011 end-page: 725 ident: bib0055 article-title: Metaknowledge publication-title: Science – start-page: 186 year: 2004 end-page: 193 ident: bib0150 article-title: Cluster-based retrieval using language models publication-title: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval (SIGIR '04), ACM – start-page: 380 year: 2009 end-page: 384 ident: bib0205 article-title: Medical terminologies that work: the example of MeSH publication-title: Proceedings of the 10th international symposium on pervasive systems, algorithms, and networks (ISPAN 2009) – start-page: 442 year: 2012 end-page: 449 ident: bib0145 article-title: Link prediction in a modified heterogeneous bibliographic network publication-title: Proceedings of the international conference on advances in social networks analysis and mining (ASONAM), IEEE – volume: 102 start-page: 2215 year: 2015 end-page: 2222 ident: bib0085 article-title: Bibliometrics-aided retrieval: where information retrieval meets scientometrics publication-title: Scientometrics – year: 2013 ident: bib0175 article-title: The NCBI handbook [Internet] – start-page: 1291 year: 2015 end-page: 1300 ident: bib0120 article-title: Chronological Citation Recommendation with Information-Need Shifting publication-title: Proceedings of the 24th ACM international conference on information and knowledge management (CIKM ’15), ACM – volume: 39 start-page: 50 year: 2009 end-page: 55 ident: bib0305 article-title: A break in the clouds: towards a cloud definition publication-title: ACM SIGCOMM Computer Communication Review – year: 2011 ident: bib0190 article-title: Special Publication 800-145 the nist definition of cloud computing. Technical report – reference: Newman, D., Karimi, S., & Cavedon, L.(2009). Using Topic Models to Interpret MEDLINE's Medical Subject Headings. In – volume: 54 start-page: 400 year: 2003 end-page: 412 ident: bib0075 article-title: Why do we need algorithmic historiography publication-title: Journal of the American Society for Information Science and Technology – volume: 86 start-page: 471 year: 2013 ident: bib0315 article-title: A smart local moving algorithm for large-scale modularity-based community detection publication-title: European Physical Journal B – start-page: 370 year: 2007 ident: 10.1016/j.joi.2016.04.002_bib0125 article-title: Detecting research topics via the correlation between graphs and texts publication-title: Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining (KDD '07), ACM doi: 10.1145/1281192.1281234 – start-page: 954 year: 2008 ident: 10.1016/j.joi.2016.04.002_bib0195 article-title: Anticipating annotations and emerging trends in biomedical literature publication-title: Proceedings of the 14th ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘08), ACM doi: 10.1145/1401890.1402004 – volume: 8 start-page: 802 issue: 4 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0290 article-title: CitNetExplorer: a new software tool for analyzing and visualizing citation networks publication-title: Journal of Informetrics doi: 10.1016/j.joi.2014.07.006 – start-page: 1247 year: 2011 ident: 10.1016/j.joi.2016.04.002_bib0355 article-title: Citation count prediction: learning to estimate future citations for literature publication-title: Proceedings of the 20th ACM international conference on information and knowledge management (CIKM ‘11), ACM – volume: 102 start-page: 2193 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0185 article-title: Scientometrics and information retrieval: weak-links revitalized publication-title: Scientometrics doi: 10.1007/s11192-014-1484-3 – start-page: 285 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0295 article-title: Visualizing bibliometric networks – volume: 47 start-page: 347 issue: 2 year: 2000 ident: 10.1016/j.joi.2016.04.002_bib0300 article-title: On growth, ageing, and fractal differentiation of science publication-title: Scientometrics doi: 10.1023/A:1005647328460 – year: 1961 ident: 10.1016/j.joi.2016.04.002_bib0215 – volume: 49 start-page: 1185 issue: 13 year: 1998 ident: 10.1016/j.joi.2016.04.002_bib0010 article-title: Indexing and access for digital libraries and the Internet: human, database, and domain factors publication-title: Journal of the American Society for Information Science doi: 10.1002/(SICI)1097-4571(1998110)49:13<1185::AID-ASI6>3.0.CO;2-V – volume: 102 start-page: 2275 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0330 article-title: Co-cited author retrieval and relevance theory: examples from humanities publication-title: Scientometrics doi: 10.1007/s11192-014-1483-4 – volume: 23 start-page: 2 issue: 2 year: 2008 ident: 10.1016/j.joi.2016.04.002_bib0110 article-title: Avoiding Another AI Winter publication-title: IEEE Intelligent Systems doi: 10.1109/MIS.2008.20 – ident: 10.1016/j.joi.2016.04.002_bib0135 doi: 10.3386/w16002 – volume: 149 start-page: 510 issue: 3683 year: 1965 ident: 10.1016/j.joi.2016.04.002_bib0225 article-title: Networks of scientific papers publication-title: Science doi: 10.1126/science.149.3683.510 – volume: 43 start-page: 1450 issue: 8 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0240 article-title: Identifying emerging topics in science and technology publication-title: Research Policy doi: 10.1016/j.respol.2014.02.005 – start-page: 380 year: 2009 ident: 10.1016/j.joi.2016.04.002_bib0205 article-title: Medical terminologies that work: the example of MeSH publication-title: Proceedings of the 10th international symposium on pervasive systems, algorithms, and networks (ISPAN 2009) doi: 10.1109/I-SPAN.2009.84 – year: 2011 ident: 10.1016/j.joi.2016.04.002_bib0190 – volume: 40 start-page: 611 issue: 5 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0350 article-title: Topic evolution based on LDA and HMM and its application in stem cell research publication-title: Journal of Information Science doi: 10.1177/0165551514540565 – volume: 102 start-page: 2215 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0085 article-title: Bibliometrics-aided retrieval: where information retrieval meets scientometrics publication-title: Scientometrics doi: 10.1007/s11192-014-1480-7 – year: 2013 ident: 10.1016/j.joi.2016.04.002_bib0015 article-title: NLM DTD to NISO JATS Z39. 96-2012 – volume: 39 start-page: 50 issue: 1 year: 2009 ident: 10.1016/j.joi.2016.04.002_bib0305 article-title: A break in the clouds: towards a cloud definition publication-title: ACM SIGCOMM Computer Communication Review doi: 10.1145/1496091.1496100 – year: 1963 ident: 10.1016/j.joi.2016.04.002_bib0220 – volume: 24 start-page: 1 issue: 1 year: 2010 ident: 10.1016/j.joi.2016.04.002_bib0280 article-title: Evaluation of contextual information retrieval effectiveness: overview of issues and research publication-title: Knowledge and Information Systems doi: 10.1007/s10115-009-0231-1 – volume: 45 start-page: 572 issue: 8 year: 1994 ident: 10.1016/j.joi.2016.04.002_bib0065 article-title: User-centered indexing publication-title: Journal of the American Society for Information Science doi: 10.1002/(SICI)1097-4571(199409)45:8<572::AID-ASI11>3.0.CO;2-X – volume: 57 start-page: 591 issue: 5 year: 2001 ident: 10.1016/j.joi.2016.04.002_bib0170 article-title: Semiotics and indexing: an analysis of the subject indexing process publication-title: Journal of Documentation doi: 10.1108/EUM0000000007095 – volume: 57 start-page: 359 issue: 3 year: 2006 ident: 10.1016/j.joi.2016.04.002_bib0040 article-title: CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature publication-title: Journal of the American Society for Information Science and Technology doi: 10.1002/asi.20317 – ident: 10.1016/j.joi.2016.04.002_bib0130 – volume: 13 start-page: 249 issue: 1 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0045 article-title: Quantitative biomedical annotation using medical subject heading overrepresentation profiles (meshops) publication-title: BMC Bioinformatics doi: 10.1186/1471-2105-13-249 – start-page: 65 year: 2006 ident: 10.1016/j.joi.2016.04.002_bib0180 article-title: Bibliometric impact measures leveraging topic analysis publication-title: Proceedings of the 6th ACM/IEEE-CS joint conference on digital libraries (JCDL ‘06), ACM doi: 10.1145/1141753.1141765 – start-page: 283 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0360 article-title: Personalized entity recommendation: a heterogeneous information network approach publication-title: Proceedings of the 7th ACM international conference on web search and data mining (WSDM ‘14), ACM doi: 10.1145/2556195.2556259 – year: 1964 ident: 10.1016/j.joi.2016.04.002_bib0080 – year: 1968 ident: 10.1016/j.joi.2016.04.002_bib0340 – volume: 13 start-page: 2498 issue: 11 year: 2003 ident: 10.1016/j.joi.2016.04.002_bib0230 article-title: Cytoscape: a software environment for integrated models of biomolecular interaction networks publication-title: Genome Research doi: 10.1101/gr.1239303 – start-page: 180 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0235 article-title: Relevance search in heterogeneous networks publication-title: Proceedings of the 15th international conference on extending database technology (EDBT ‘12), ACM doi: 10.1145/2247596.2247618 – start-page: 113 year: 2006 ident: 10.1016/j.joi.2016.04.002_bib0020 article-title: Dynamic topic models publication-title: Proceedings of the 23rd international conference on machine learning, ACM doi: 10.1145/1143844.1143859 – start-page: 121 year: 2014 ident: 10.1016/j.joi.2016.04.002_bib0160 article-title: Meta-path-based ranking with pseudo relevance feedback on heterogeneous graph for citation recommendation publication-title: Proceedings of the 23rd ACM international conference on conference on information and knowledge management (CIKM ‘14), ACM doi: 10.1145/2661829.2661965 – volume: 3 start-page: 993 issue: March year: 2003 ident: 10.1016/j.joi.2016.04.002_bib0025 article-title: Latent Dirichlet allocation publication-title: The Journal of Machine Learning Research – start-page: 1291 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0120 article-title: Chronological Citation Recommendation with Information-Need Shifting publication-title: Proceedings of the 24th ACM international conference on information and knowledge management (CIKM ’15), ACM – volume: 102 start-page: 2201 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0345 article-title: The symbiotic relationship between information retrieval and informetrics publication-title: Scientometrics doi: 10.1007/s11192-014-1479-0 – volume: 5 start-page: 14 issue: 1 year: 2011 ident: 10.1016/j.joi.2016.04.002_bib0310 article-title: Approaches to understanding and measuring interdisciplinary scientific research: a review of the literature publication-title: Journal of Informetrics doi: 10.1016/j.joi.2010.06.004 – ident: 10.1016/j.joi.2016.04.002_bib0210 doi: 10.1007/978-3-642-10439-8_28 – volume: 4 start-page: 992 issue: 11 year: 2011 ident: 10.1016/j.joi.2016.04.002_bib0265 article-title: Pathsim: meta path-based top-k similarity search in heterogeneous information networks publication-title: Proceedings of the VLDB endowment doi: 10.14778/3402707.3402736 – start-page: 1833 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0140 article-title: Ariadne’s thread—interactive navigation in a world of networked information publication-title: Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA ’15), ACM doi: 10.1145/2702613.2732781 – start-page: 69 year: 2009 ident: 10.1016/j.joi.2016.04.002_bib0030 article-title: Finding topic trends in digital libraries publication-title: Proceedings of the 9th ACM/IEEE-CS joint conference on digital libraries (JCDL ‘09), ACM – volume: 4 start-page: 161 issue: 2 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0005 article-title: Structure and dynamics of a T-shaped knowledge: from individuals to cooperating communities of practice publication-title: Service Science doi: 10.1287/serv.1120.0014 – year: 2013 ident: 10.1016/j.joi.2016.04.002_bib0175 – start-page: 663 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0255 article-title: When will it happen? Relationship prediction in heterogeneous information networks publication-title: Proceedings of the fifth ACM international conference on web search and data mining (WSDM ‘12), ACM doi: 10.1145/2124295.2124373 – volume: 64 start-page: 1852 issue: 9 year: 2013 ident: 10.1016/j.joi.2016.04.002_bib0165 article-title: Full-text citation analysis: A new method to enhance scholarly networks publication-title: Journal of the American Society for Information Science and Technology doi: 10.1002/asi.22883 – volume: 14 start-page: 20 issue: 2 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0250 article-title: Mining heterogeneous information networks: a structural analysis approach publication-title: ACM SIGKDD Explorations Newsletter doi: 10.1145/2481244.2481248 – volume: 3 start-page: 263 issue: 5 year: 2010 ident: 10.1016/j.joi.2016.04.002_bib0060 article-title: Advancing the science of team science publication-title: Clinical and Translational Science doi: 10.1111/j.1752-8062.2010.00223.x – volume: 102 start-page: 2323 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0200 article-title: Science models for search: a study of combining scholarly information retrieval and scientometrics publication-title: Scientometrics doi: 10.1007/s11192-014-1485-2 – start-page: 266 year: 2003 ident: 10.1016/j.joi.2016.04.002_bib0335 article-title: Algorithms for estimating relative importance in networks publication-title: Proceedings of the ninth ACM SIGKDD int. conf. on knowledge discovery and data mining, ACM doi: 10.1145/956750.956782 – start-page: 442 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0145 article-title: Link prediction in a modified heterogeneous bibliographic network publication-title: Proceedings of the international conference on advances in social networks analysis and mining (ASONAM), IEEE – ident: 10.1016/j.joi.2016.04.002_bib0155 doi: 10.1109/JCDL.2014.6970191 – year: 2010 ident: 10.1016/j.joi.2016.04.002_bib0050 article-title: Research-driven medical education and practice: a case for T-shaped professionals – start-page: 1348 year: 2012 ident: 10.1016/j.joi.2016.04.002_bib0260 article-title: Integrating meta-path selection with user-guided object clustering in heterogeneous information networks publication-title: Proceedings of the 18th ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘12), ACM doi: 10.1145/2339530.2339738 – volume: 43 start-page: 602 issue: 9 year: 1992 ident: 10.1016/j.joi.2016.04.002_bib0100 article-title: Psychological relevance and information science publication-title: Journal of the American Society for Information Science doi: 10.1002/(SICI)1097-4571(199210)43:9<602::AID-ASI3>3.0.CO;2-Q – ident: 10.1016/j.joi.2016.04.002_bib0070 – volume: 54 start-page: 400 issue: 5 year: 2003 ident: 10.1016/j.joi.2016.04.002_bib0075 article-title: Why do we need algorithmic historiography publication-title: Journal of the American Society for Information Science and Technology doi: 10.1002/asi.10226 – volume: 24 start-page: 8 issue: 2 year: 2009 ident: 10.1016/j.joi.2016.04.002_bib0095 article-title: The unreasonable effectiveness of data publication-title: IEEE Intelligent Systems doi: 10.1109/MIS.2009.36 – start-page: 186 year: 2004 ident: 10.1016/j.joi.2016.04.002_bib0150 article-title: Cluster-based retrieval using language models publication-title: Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval (SIGIR '04), ACM – volume: 86 start-page: 471 year: 2013 ident: 10.1016/j.joi.2016.04.002_bib0315 article-title: A smart local moving algorithm for large-scale modularity-based community detection publication-title: European Physical Journal B doi: 10.1140/epjb/e2013-40829-0 – volume: 66 start-page: 2215 issue: 11 year: 2015 ident: 10.1016/j.joi.2016.04.002_bib0035 article-title: Growth rates of modern science: a bibliometric analysis based on the number of publications and cited references publication-title: Journal of the Association for Information Science and Technology doi: 10.1002/asi.23329 – volume: 101 start-page: 5228 issue: 1 year: 2004 ident: 10.1016/j.joi.2016.04.002_bib0090 article-title: Finding scientific topics publication-title: Proceedings of the National Academy of Sciences doi: 10.1073/pnas.0307752101 – volume: 48 start-page: 172 issue: 2 year: 1992 ident: 10.1016/j.joi.2016.04.002_bib0115 article-title: The concept of subject in information science publication-title: Journal of Documentation doi: 10.1108/eb026895 – volume: 53 start-page: 741 issue: 5 year: 2000 ident: 10.1016/j.joi.2016.04.002_bib0270 article-title: Evaluating the effectiveness of visual user interfaces for information retrieval publication-title: International Journal of Human-Computer Studies doi: 10.1006/ijhc.2000.0416 – volume: 331 start-page: 721 issue: 6018 year: 2011 ident: 10.1016/j.joi.2016.04.002_bib0055 article-title: Metaknowledge publication-title: Science doi: 10.1126/science.1201765 – start-page: 822 year: 2003 ident: 10.1016/j.joi.2016.04.002_bib0275 article-title: Design of controlled vocabularies – start-page: 25 year: 2008 ident: 10.1016/j.joi.2016.04.002_bib0285 article-title: Topic models and a revisit of text-related applications publication-title: Proceedings of the 2nd PhD workshop on Information and knowledge management (PIKM ‘08), ACM doi: 10.1145/1458550.1458556 – volume: 58 start-page: 536 issue: 4 year: 2007 ident: 10.1016/j.joi.2016.04.002_bib0320 article-title: Combining bibliometrics, information retrieval, and relevance theory, Part 1: first examples of synthesis publication-title: Journal of the American Society for Information Science and Technology doi: 10.1002/asi.20543 – start-page: 957 year: 2009 ident: 10.1016/j.joi.2016.04.002_bib0105 article-title: Detecting topic evolution in scientific literature: how can citations help? publication-title: Proceedings of the 18th ACM conference on Information and knowledge management (CIKM '09), ACM doi: 10.1145/1645953.1646076 – volume: 58 start-page: 583 issue: 4 year: 2007 ident: 10.1016/j.joi.2016.04.002_bib0325 article-title: Combining bibliometrics, information retrieval, and relevance theory, Part 2: some implications for information science publication-title: Journal of the American Society for Information Science and Technology doi: 10.1002/asi.20542 – start-page: 306 year: 2004 ident: 10.1016/j.joi.2016.04.002_bib0245 article-title: Probabilistic author-topic models for information discovery publication-title: Proceedings of the tenth ACM SIGKDD international conference on knowledge discovery and data mining (KDD ‘04), ACM doi: 10.1145/1014052.1014087 |
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