MetaScience: Analyzing the research profile of authors and conferences

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Conferences are key publication venues, specially for some areas in computer science. Therefore, targeting the right conference is an important task and a difficult one. On the one hand, there exist many conference in Computer Science (I’d say too many!). On the other hand, conferences evolve and their quality can change over time. Some quality indicators, like the acceptance rate, are easy to find (if not, the conference is not worth your time), while others, such as the number of new authors every year, which could give a feeling on the conference endogamic level, are ususally not available unless you take the time to compute that information manually by browing yourself the conference webpage, list of accepted papers,…

MetaScience is a new online service we have developed to help on this critical matter. The current version relies on the database provided by DBLP, to derive some useful metrics for conferences and authors.

You can access the service here.

The set of metrics for conferences are:

  • Conference activity and ratios. It provides the overall number of authors and papers for each conference edition, as well as the the number of authors per paper and papers per author for each edition. These are two screenshots of the visualization for MODELS conference (you can visit the website to interact with it):

metaScience-v1a-models metaScience-v1b-models

  • Community turnover. It calculates the percentage of authors that survived/perished between the editions of the conference. This is a screenshot of the visualization for MODELS conference (you can visit the website to interact with it):

metaScience-v2-models

  • Openness. It measures how much the community underlying a conference is open towards newcomers. Thus, for each edition it presents the ratio between papers coming from authors that have never published in the conference before (outsiders) as well as the papers with all authors having published there already (community member). This is a screenshot of the visualization for MODELS conference (you can visit the website to interact with it):

metaScience-v3-models

  • Co-author connections. It shows a graph were all the authors publishing in the conference are shown as nodes. The bigger the node the more papers the author has published. Moreover, two authors are linked if they are co-authors. This visualization allows locating collaboration groups in the community of the conference. This is a screenshot of the visualization for MODELS conference (you can visit the website to interact with it):

metaScience-v4-models

The set of metrics for authors are:

  • Author activity. It provides the overall number of publications the author has published. This is a screenshot of the visualization for Jordi Cabot (you can visit the website to interact with it):

metaScience-v1-Jordi

  • Collaboration evolution. We calculate per year: (1) the average number of co-authors per paper and (2) total author contribution to the papers published by the author in that year. This is a screenshot of the visualization for Jordi Cabot (you can visit the website to interact with it):

metaScience-v2-Jordi

  • Co-author network It shows the set of authors who collaborated with the selected author. Each co-author is shown as node, the bigger the node the more papers have been published together. This is a screenshot of the visualization for Jordi Cabot (you can visit the website to interact with the graph):

metaScience-v3-Jordi

  • Venues networks. This visualization is similar to the previous one, but nodes represent venues. This is a screenshot of the visualization for Jordi Cabot (you can visit the website to interact with the graph):

metaScience-v4-Jordi

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Comments
  1. Juanma Dodero
    • Javier Cánovas
      • Juanma Dodero
        • Javier Cánovas
  2. Vanessa Nunes
    • Javier Cánovas
      • Javier Cánovas

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