MetaScience: An Holistic Approach for Research Modeling

  • Valerio Cosentino
  • Javier Luis Cánovas Izquierdo
  • Jordi Cabot
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 9974)

Abstract

Conferences have become primary sources of dissemination in computer science research, in particular, in the software engineering and database fields. Assessing the quality, scope and community of conferences is therefore crucial for any researcher. However, digital libraries and online bibliographic services offer little help on this, thus providing only basic metrics. Researchers are instead forced to resort to the tedious task of manually browsing different sources (e.g., DBLP, Google Scholar or conference sites) to gather relevant information about a given venue. In this paper we propose a conceptual schema providing a holistic view of conference-related information (e.g., authors, papers, committees and topics). This schema is automatically and incrementally populated with data available online. We show how this schema can be used as a single information source for a variety of complex queries and metrics to characterize the ER conference. Our approach has been implemented and made available online.

Keywords

Conference analysis Data mining MetaScience Scientometrics 

References

  1. 1.
    Patterson, D.A.: The health of research conferences and the dearth of big idea papers. Commun. ACM 47(12), 23–24 (2004)CrossRefGoogle Scholar
  2. 2.
    Chen, J., Konstan, J.A.: Conference paper selectivity and impact. Commun. ACM 53(6), 79–83 (2010)CrossRefGoogle Scholar
  3. 3.
    Goeminne, M., Mens, T.: A comparison of identity merge algorithms for software repositories. Sci. Comput. Program. 78(8), 971–986 (2013)CrossRefGoogle Scholar
  4. 4.
    Christen, P.: A comparison of personal name matching: techniques and practical issues. In: ICDM Conference, pp. 290–294 (2006)Google Scholar
  5. 5.
    Vasilescu, B., Serebrenik, A., Mens, T., van den Brand, M.G., Pek, E.: How healthy are software engineering conferences? Sci. Comput. Program. 89, 251–272 (2014)CrossRefGoogle Scholar
  6. 6.
    Zhuang, Z., Elmacioglu, E., Lee, D., Giles, C.L.: Measuring conference quality by mining program committee characteristics. In: Digital Libraries Conference, pp. 225–234 (2007)Google Scholar
  7. 7.
    Vasilescu, B., Serebrenik, A., Mens, T.: A historical dataset of software engineering conferences. In: MSR Conference, pp. 373–376 (2013)Google Scholar
  8. 8.
    Hirsch, J.E.: An index to quantify an individual’s scientific research output. Natl. Acad. Sci. USA 102(46), 16569–16572 (2005)CrossRefGoogle Scholar
  9. 9.
    Amin, M., Mabe, M.: Impact factors: use and abuse. Int. J. Environ. Sci. Tech. 1(1), 1 (2004)CrossRefGoogle Scholar
  10. 10.
    Martins, W.S., Gonçalves, M.A., Laender, A.H., Ziviani, N.: Assessing the quality of scientific conferences based on bibliographic citations. Scientometrics 83(1), 133–155 (2010)CrossRefGoogle Scholar
  11. 11.
    Van Eck, N.J., Waltman, L.: CitNetExplorer: a new software tool for analyzing and visualizing citation networks. J. Informetrics 8(4), 802–823 (2014)CrossRefGoogle Scholar
  12. 12.
    Saha, S., Saint, S., Christakis, D.A.: Impact factor: a valid measure of journal quality? J. Med. Libr. Assoc. 91(1), 42 (2003)Google Scholar
  13. 13.
    Bornmann, L., Daniel, H.D.: Does the H-index for ranking of scientists really work? Scientometrics 65(3), 391–392 (2005)CrossRefGoogle Scholar
  14. 14.
    Montolio, S.L., Dominguez-Sal, D., Larriba-Pey, J.L.: Research endogamy as an indicator of conference quality. ACM SIGMOD Rec. 42(2), 11–16 (2013)CrossRefGoogle Scholar
  15. 15.
    Jarke, M., Pham, M.C., Klamma, R.: Evolution of the CAiSE author community: a social network analysis. In: Seminal Contributions to Information Systems Engineering, 25 Years of CAiSE, pp. 15–33 (2013)Google Scholar

Copyright information

© Springer International Publishing AG 2016

Authors and Affiliations

  • Valerio Cosentino
    • 1
  • Javier Luis Cánovas Izquierdo
    • 2
  • Jordi Cabot
    • 2
    • 3
  1. 1.AtlanMod TeamInria, Mines Nantes, LINANantesFrance
  2. 2.UOCBarcelonaSpain
  3. 3.ICREABarcelonaSpain

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