Ten challenges in modeling bibliographic data for bibliometric analysis

Agrawal, R., Gupta, A., Sarawagi, S. (1997). Modeling multidimensional databases. In: Proceedings of the Thirteenth International Conference on Data Engineering, ICDE ’97, (pp. 232–243). Washington, DC, USA: IEEE Computer Society. http://portal.acm.org/citation.cfm?id=645482.653299 . citation_journal_title=Biomedical digital libraries; citation_title=Three options for citation tracking: Google scholar, scopus and web of science; citation_author=N Bakkalbasi, K Bauer, J Glover, L Wang; citation_volume=3; citation_issue=1; citation_publication_date=2006; citation_pages=7; citation_doi=10.1186/1742-5581-3-7; citation_id=CR2 citation_journal_title=Scientometrics; citation_title=Improving quality assessment of composite indicators in university rankings: A case study of french and german universities of excellence; citation_author=M Benito, R Romera; citation_volume=89; citation_publication_date=2011; citation_pages=153-176; citation_doi=10.1007/s11192-011-0419-5; citation_id=CR3 Blei, D., Lafferty, J. (2006). Dynamic topic models. In: Proceedings of the 23rd international conference on Machine learning (pp. 113–120). New York: ACM. citation_journal_title=The Annals of Applied Statistics; citation_title=A correlated topic model of science; citation_author=D Blei, J Lafferty; citation_volume=1; citation_issue=1; citation_publication_date=2007; citation_pages=17-35; citation_doi=10.1214/07-AOAS114; citation_id=CR5 citation_journal_title=Text mining: classification, clustering, and applications; citation_title=Topic models; citation_author=D Blei, J Lafferty; citation_volume=10; citation_publication_date=2009; citation_pages=71; citation_doi=10.1201/9781420059458.ch4; citation_id=CR6 citation_journal_title=The Journal of Machine Learning Research; citation_title=Latent Dirichlet allocation; citation_author=D Blei, A Ng, M Jordan; citation_volume=3; citation_publication_date=2003; citation_pages=993-1022; citation_id=CR7 citation_title=Modern multidimensional scaling: Theory and applications; citation_publication_date=2005; citation_id=CR8; citation_author=I Borg; citation_author=P Groenen; citation_publisher=Springer Verlag citation_title=Introduction to time series and forecasting; citation_publication_date=2002; citation_id=CR9; citation_author=P Brockwell; citation_author=R. Davis; citation_publisher=Springer Verlag citation_title=Hierarchical linear models: Applications and data analysis methods; citation_publication_date=1992; citation_id=CR10; citation_author=A Bryk; citation_author=S Raudenbush; citation_publisher=Sage Publications, Inc Castano, S., Ferrara, A., Lorusso, D., Montanelli, S. (2008). On the Ontology Instance Matching Problem. In: Proceedings of the 7th DEXA Workshop on Web Semantics (WebS 08) (pp. 180–184). Turin, Italy citation_journal_title=Higher Education Management and Policy; citation_title=Universities on the catwalk: Models for performance ranking in australia; citation_author=H Coates; citation_volume=19; citation_issue=2; citation_publication_date=2007; citation_pages=69; citation_doi=10.1787/hemp-v19-art11-en; citation_id=CR12 Codd, E., Codd, S., Salley, C. (1993). Providing olap to user-analysts: An it mandate. Tech. rep. DeBattisti, F., Salini, S. (2010). Bibliometric indicators for statisticians: critical assessment in the Italian context. Università di Firenze, Firenze. http://air.unimi.it/handle/2434/152106 . citation_journal_title=Journal of the American society for information science; citation_title=Indexing by latent semantic analysis; citation_author=S Deerwester, S Dumais, G Furnas, T Landauer, R Harshman; citation_volume=41; citation_issue=6; citation_publication_date=1990; citation_pages=391-407; citation_doi=10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9; citation_id=CR15 citation_journal_title=The FASEB Journal; citation_title=Comparison of pubmed, scopus, web of science, and Google scholar: strengths and weaknesses; citation_author=M Falagas, E Pitsouni, G Malietzis, G Pappas; citation_volume=22; citation_issue=2; citation_publication_date=2008; citation_pages=338; citation_doi=10.1096/fj.07-9492LSF; citation_id=CR16 citation_journal_title=Journal of the American Society for Information Science and Technology; citation_title=A cluster analysis of scholar and journal bibliometric indicators; citation_author=M Franceschet; citation_volume=60; citation_issue=10; citation_publication_date=2009; citation_pages=1950-1964; citation_doi=10.1002/asi.21152; citation_id=CR17 citation_title=The elements of statistical learning: Data mining, inference, and prediction; citation_publication_date=2009; citation_id=CR18; citation_author=J Friedman; citation_author=R Tibshirani; citation_author=T Hastie; citation_publisher=Springer-Verlag citation_journal_title=Scientometrics; citation_title=Where do italian universities stand? An in-depth statistical analysis of national and international rankings; citation_author=M Geraci, M Degli Esposti; citation_volume=87; citation_issue=3; citation_publication_date=2011; citation_pages=667-681; citation_doi=10.1007/s11192-011-0350-9; citation_id=CR19 citation_journal_title=Scientometrics; citation_title=A new classification scheme of science fields and subfields designed for scientometric evaluation purposes; citation_author=W Glänzel, A Schubert; citation_volume=56; citation_issue=3; citation_publication_date=2003; citation_pages=357-367; citation_doi=10.1023/A:1022378804087; citation_id=CR20 citation_title=Multilevel statistical models, 4th edn; citation_publication_date=2010; citation_id=CR21; citation_author=H Goldstein; citation_publisher=Wiley Goldstein, H., Spiegelhalter, D. (1996) League tables and their limitations: Statistical issues in comparisons of institutional performance. Journal of the Royal Statistical Society. Series A (Statistics in Society), 385–443. citation_title=Data Warehouse design: Modern principles and methodologies; citation_publication_date=2009; citation_id=CR23; citation_author=M Golfarelli; citation_author=S Rizzi; citation_publisher=McGraw-Hill citation_title=Multiple correspondence analysis and related methods; citation_publication_date=2006; citation_id=CR24; citation_author=M Greenacre; citation_author=J Blasius; citation_publisher=Chapman & Hall/CRC citation_journal_title=Proceedings of the National Academy of Sciences of the United states of America; citation_title=An index to quantify an individual’s scientific research output; citation_author=J Hirsch; citation_volume=102; citation_issue=46; citation_publication_date=2005; citation_pages=16,569; citation_doi=10.1073/pnas.0507655102; citation_id=CR25 Hofmann, T. (1999). Probabilistic latent semantic indexing. In: Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval (pp. 50–57). New york: ACM. citation_journal_title=Social Indicators Research; citation_title=Bibliometric models for journal productivity; citation_author=J Hubert; citation_volume=4; citation_issue=1; citation_publication_date=1977; citation_pages=441-473; citation_doi=10.1007/BF00353144; citation_id=CR27 citation_journal_title=Scientometrics; citation_title=Olap and bibliographic databases; citation_author=E Hudomalj, G Vidmar; citation_volume=58; citation_issue=3; citation_publication_date=2003; citation_pages=609-622; citation_doi=10.1023/B:SCIE.0000006883.28709.d2; citation_id=CR28 Irvine, J., Martin, B. (1984). Foresight in science: picking the winners. London. citation_title=An introduction to Bayesian networks, vol. 210; citation_publication_date=1996; citation_id=CR30; citation_author=F Jensen; citation_publisher=UCL press citation_journal_title=Applied Stochastic Models in Business and Industry; citation_title=Modern analysis of customer satisfaction surveys: comparison of models and integrated analysis; citation_author=R Kenett, S Salini; citation_volume=27; citation_issue=5; citation_publication_date=2011; citation_pages=465-475; citation_doi=10.1002/asmb.927; citation_id=CR31 citation_title=Statistical analysis of network data: methods and models; citation_publication_date=2009; citation_id=CR32; citation_author=E Kolaczyk; citation_publisher=Springer Verlag citation_journal_title=Journal of Informetrics; citation_title=A relational database for bibliometric analysis; citation_author=N Mallig; citation_volume=4; citation_issue=4; citation_publication_date=2010; citation_pages=564-580; citation_doi=10.1016/j.joi.2010.06.007; citation_id=CR33 Mann, G., Mimno, D., McCallum, A. (2006). Bibliometric impact measures leveraging topic analysis. In: Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries (pp. 65–74). New york: ACM. citation_journal_title=Journal of the American Society for Information Science and Technology; citation_title=Impact of data sources on citation counts and rankings of lis faculty: Web of science versus scopus and google scholar; citation_author=L Meho, K Yang; citation_volume=58; citation_issue=13; citation_publication_date=2007; citation_pages=2105-2125; citation_doi=10.1002/asi.20677; citation_id=CR35 citation_journal_title=Scientometrics; citation_title=A new methodology for ranking scientific institutions; citation_author=J Molinari, A Molinari; citation_volume=75; citation_issue=1; citation_publication_date=2008; citation_pages=163-174; citation_doi=10.1007/s11192-007-1853-2; citation_id=CR36 citation_journal_title=Machine learning; citation_title=Text classification from labeled and unlabeled documents using em; citation_author=K Nigam, A McCallum, S Thrun, T Mitchell; citation_volume=39; citation_issue=2; citation_publication_date=2000; citation_pages=103-134; citation_doi=10.1023/A:1007692713085; citation_id=CR37 citation_journal_title=Handbook of latent semantic analysis; citation_title=Probabilistic topic models; citation_author=M Steyvers, T Griffiths; citation_volume=427; citation_issue=7; citation_publication_date=2007; citation_pages=424-440; citation_id=CR38 citation_journal_title=Journal of Higher Education Policy and Management; citation_title=The world-class league tables and the sustaining of international reputations in higher education; citation_author=T Tapper, O Filippakou; citation_volume=31; citation_issue=1; citation_publication_date=2009; citation_pages=55-66; citation_doi=10.1080/13600800802383091; citation_id=CR39 citation_journal_title=Journal of the American Statistical Association; citation_title=Hierarchical dirichlet processes; citation_author=Y Teh, M Jordan, M Beal, D Blei; citation_volume=101; citation_issue=476; citation_publication_date=2006; citation_pages=1566-1581; citation_doi=10.1198/016214506000000302; citation_id=CR40 Vassiliadis, P. (1998). Modeling multidimensional databases, cubes and cube operations. In: Scientific and Statistical Database Management, International Conference on, (p. 53). IEEE Computer Society, Los Alamitos, CA, USA. http://doi.ieeecomputersociety.org/10.1109/SSDM.1998.688111 . Vassiliadis, P., Sellis, T. (1999). A survey of logical models for olap databases. SIGMOD Rec. 28, 64–69. http://doi.acm.org/10.1145/344816.344869 . http://doi.acm.org/10.1145/344816.344869 . citation_title=The evaluation of research by scientometric indicators; citation_publication_date=2010; citation_id=CR43; citation_author=P Vinkler; citation_publisher=Chandos Publishing citation_journal_title=Scientometrics; citation_title=Applications of SQL for informetric frequency distribution processing; citation_author=D Wolfram; citation_volume=67; citation_issue=2; citation_publication_date=2006; citation_pages=301-313; citation_doi=10.1007/s11192-006-0101-5; citation_id=CR44 citation_journal_title=Journal of Informetrics; citation_title=Object-relational data modelling for informetric databases; citation_author=H Yu, M Davis, C Wilson, F Cole; citation_volume=2; citation_issue=3; citation_publication_date=2008; citation_pages=240-251; citation_doi=10.1016/j.joi.2008.06.001; citation_id=CR45