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The impact of conference ranking systems in computer science: a comparative regression analysis

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Abstract

Nowadays, conference publications have gained importance both quantitatively and qualitatively. People are seeking ways to distinguish the quality and impact of different conferences. Some bibliometrics like conference impact factor have been proposed to assess them. Meanwhile, associations in some countries have implemented several projects to build conference ranking systems that classify conferences based on certain quality measures. The Computing Research and Education Association of Australasia and China Computer Federation lists are two such well-known and widely used conference rating systems. They can serve as a guide when researchers need to publish their work. At the same time, they can influence researchers’ publication decisions. In this paper, we try to find out how publication patterns in different countries have been influenced by these two lists as well as by some other factors. A random-effect Negative Binominal Regression Model is used to identify the level of the impact caused by different factors.

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Notes

  1. www.ccf.org.cn.

  2. www.core.edu.au.

  3. https://dblp.uni-trier.de.

  4. https://academic.microsoft.com.

  5. https://github.com/XianchengLI/PaperData.

References

  • Abt, H. A., & Garfield, E. (2002). Is the relationship between numbers of references and paper lengths the same for all sciences? Journal of the Association for Information Science and Technology, 53(13), 1106–1112.

    Google Scholar 

  • Barbosa, S. D. J., Silveira, M. S., & Gasparini, I. (2017). What publications metadata tell us about the evolution of a scientific community: The case of the brazilian human–computer interaction conference series. Scientometrics, 110(1), 275–300.

    Article  Google Scholar 

  • Bollen, J., Rodriquez, M. A., & Van de Sompel, H. (2006). Journal status. Scientometrics, 69(3), 669–687.

    Article  Google Scholar 

  • Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Fixed-effect versus random-effects models (pp. 77–86). Hoboken: Wiley.

    Google Scholar 

  • Cheng, H. (2014). Analysis of panel data. Cambridge: Cambridge University Press.

    MATH  Google Scholar 

  • Chen, Z., & Guan, J. (2010). The impact of small world on innovation: An empirical study of 16 countries. Journal of Informetrics, 4(1), 97–106.

    Article  Google Scholar 

  • Clausen, H., & Wormell, I. (2001). A bibliometric analysis of iolim conferences 1977–1999. Journal of Information Science, 27(3), 157–169.

    Article  Google Scholar 

  • Costas, R., & Bordons, M. (2007). The \(h\)-index: Advantages, limitations and its relation with other bibliometric indicators at the micro level. Journal of informetrics, 1(3), 193–203.

    Article  Google Scholar 

  • Eckmann, M., Rocha, A., & Wainer, J. (2011). Relationship between high-quality journals and conferences in computer vision. Scientometrics, 90(2), 617–630.

    Article  Google Scholar 

  • Fairclough, R., & Thelwall, M. (2015). More precise methods for national research citation impact comparisons. Journal of Informetrics, 9(4), 895–906.

    Article  Google Scholar 

  • Feist, G. J. (1997). Quantity, quality, and depth of research as influences on scientific eminence: Is quantity most important? Creativity Research Journal, 10(4), 325–335.

    Article  Google Scholar 

  • Field, A. P. (2003). The problems in using fixed-effects models of meta-analysis on real-world data. Understanding Statistics, 2(2), 105–124.

    Article  Google Scholar 

  • Frame, J. D. (1977). Mainstream research in Latin America and the Caribbean. Interciencia, 2(3), 143–148.

    Google Scholar 

  • Franceschet, M. (2010). The role of conference publications in CS. Communications of the ACM, 53(12), 129–132.

    Article  Google Scholar 

  • Freyne, J., Coyle, L., Smyth, B., & Cunningham, P. (2010). Relative status of journal and conference publications in computer science. Communications of the ACM, 53(11), 124–132.

    Article  Google Scholar 

  • Frondel, M., & Vance, C. (2010). Fixed, random, or something in between? A variant of hausman’s specification test for panel data estimators. Economics Letters, 107(3), 327–329.

    Article  MathSciNet  MATH  Google Scholar 

  • Garfield, E. (1955). Citation indexes for science. Science, 122, 108–111.

    Article  Google Scholar 

  • Gazni, A., Sugimoto, C. R., & Didegah, F. (2012). Mapping world scientific collaboration: Authors, institutions, and countries. Journal of the Association for Information Science and Technology, 63(2), 323–335.

    Google Scholar 

  • Gu, Y. (2002). An exploratory study of malaysian publication productivity in computer science and information technology. Journal of the Association for Information Science and Technology, 53(12), 974–986.

    Google Scholar 

  • Guan, J., & Gao, X. (2008). Comparison and evaluation of chinese research performance in the field of bioinformatics. Scientometrics, 75(2), 357–379.

    Article  Google Scholar 

  • Guan, J., & Ma, N. (2004). A comparative study of research performance in computer science. Scientometrics, 61(3), 339–359.

    Article  Google Scholar 

  • Guan, J., & Ma, N. (2007). A bibliometric study of China’s semiconductor literature compared with other major Asian countries. Scientometrics, 70(1), 107–124.

    Article  Google Scholar 

  • Harzing, A. W. (2016). Microsoft academic (search): A phoenix arisen from the ashes? Scientometrics, 108(3), 1–11.

    Article  Google Scholar 

  • Harzing, A. W., & Alakangas, S. (2017). Microsoft academic: Is the phoenix getting wings? Scientometrics, 110, 1–13.

    Article  Google Scholar 

  • Harzing, A. W., & Giroud, A. (2014). The competitive advantage of nations: An application to academia. Journal of Informetrics, 8(1), 29–42.

    Article  Google Scholar 

  • He, Y., & Guan, J. (2008). Contribution of chinese publications in computer science: A case study on lncs. Scientometrics, 75(3), 519–534.

    Article  Google Scholar 

  • Hilbe, J. M. (2011). Negative binomial regression. Cambridge: Cambridge University Press.

    Book  MATH  Google Scholar 

  • Hirsch, J. E. (2005). An index to quantify an individual’s scientific research output. Proceedings of the National academy of Sciences of the United States of America, 102(46), 16,569.

    Article  MATH  Google Scholar 

  • Holsapple, C. W., & O’Leary, D. (2009). How much and where? Private versus public universities’ publication patterns in the information systems discipline. Journal of the Association for Information Science and Technology, 60(2), 318–331.

    Google Scholar 

  • Hug, S. E., Ochsner, M., & Brndle, M. P. (2017). Citation analysis with microsoft academic. Scientometrics, 111(1), 371–378.

    Article  Google Scholar 

  • Kumar, S., & Garg, K. (2005). Scientometrics of computer science research in india and china. Scientometrics, 64(2), 121–132.

    Article  Google Scholar 

  • Küngas, P., Karus, S., Vakulenko, S., Dumas, M., Parra, C., & Casati, F. (2013). Reverse-engineering conference rankings: What does it take to make a reputable conference? Scientometrics, 96(2), 651–665.

    Article  Google Scholar 

  • Larsen, P. O., & Von Ins, M. (2010). The rate of growth in scientific publication and the decline in coverage provided by science citation index. Scientometrics, 84(3), 575–603.

    Article  Google Scholar 

  • Loizides, O. S., & Koutsakis, P. (2017). On evaluating the quality of a computer science/computer engineering conference. Journal of Informetrics, 11(2), 541–552.

    Article  Google Scholar 

  • Martins, W. S., Gonçalves, M. A., Laender, A. H., & Ziviani, N. (2010). Assessing the quality of scientific conferences based on bibliographic citations. Scientometrics, 83(1), 133–155.

    Article  Google Scholar 

  • Martinson, B. C., Anderson, M. S., & De Vries, R. (2005). Scientists behaving badly. Nature, 435(7043), 737–738.

    Article  Google Scholar 

  • Moskowitz, H., & Chun, Y. H. (2015). A poisson regression model for two attribute warranty policies. Naval Research Logistics, 41(3), 355–376.

    Article  MATH  Google Scholar 

  • Onodera, N., & Yoshikane, F. (2014). Factors affecting citation rates of research articles. Journal of the Association for Information Science and Technology, 66(4), 739–764.

    Article  Google Scholar 

  • Park, I. U., Peacey, M. W., & Munafò, M. R. (2014). Modelling the effects of subjective and objective decision making in scientific peer review. Nature, 506(7486), 93–96.

    Article  Google Scholar 

  • Perlin, M. S., Santos, A. A., Imasato, T., Borenstein, D., & Da Silva, S. (2017). The brazilian scientific output published in journals: A study based on a large CV database. Journal of Informetrics, 11(1), 18–31.

    Article  Google Scholar 

  • Perry, M., & Reny, P. J. (2016). How to count citations if you must. The American Economic Review, 106(9), 2722–2741.

    Article  Google Scholar 

  • Qian, Y., Rong, W., Jiang, N., Tang, J., & Xiong, Z. (2017). Citation regression analysis of computer science publications in different ranking categories and subfields. Scientometrics, 110(3), 1351–1374.

    Article  Google Scholar 

  • Schmidt, F. L., Oh, I. S., & Hayes, T. L. (2009). Fixed- versus random-effects models in meta-analysis: Model properties and an empirical comparison of differences in results. British Journal of Mathematical and Statistical Psychology, 62(1), 97–128.

    Article  MathSciNet  Google Scholar 

  • Smaldino, P. E., & McElreath, R. (2016). The natural selection of bad science. Royal Society Open Science, 3(9), 160384.

    Article  MathSciNet  Google Scholar 

  • Sønderstrup-Andersen, E. M., & Sønderstrup-Andersen, H. H. (2008). An investigation into diabetes researcher’s perceptions of the journal impact factor reconsidering evaluating research. Scientometrics, 76(2), 391–406.

    Article  Google Scholar 

  • van Wesel, M. (2016). Evaluation by citation: Trends in publication behavior, evaluation criteria, and the strive for high impact publications. Science and Engineering Ethics, 22(1), 199–225.

    Article  Google Scholar 

  • Vrettas, G., & Sanderson, M. (2015). Conferences versus journals in computer science. Journal of the Association for Information Science and Technology, 66(12), 2674–2684.

    Article  Google Scholar 

  • Yan, S., & Lee, D. (2007). Toward alternative measures for ranking venues: A case of database research community. In Proceedings of the 7th ACM/IEEE joint conference on digital libraries (pp. 235–244). ACM.

  • Zhuang, Z., Elmacioglu, E., Lee, D., & Giles, C. L. (2007). Measuring conference quality by mining program committee characteristics. In Proceedings of the 7th ACM/IEEE joint conference on digital libraries (pp. 225–234). ACM.

  • Zitt, M. (2012). The journal impact factor: Angel, devil, or scapegoat? a comment on JK Vanclay’s article. Scientometrics, 92(2), 485–503.

    Article  Google Scholar 

Download references

Acknowledgements

This work was partially supported by the State Key Laboratory of Software Development Environment of China (No. SKLSDE-2017ZX-15), the National Social Science Foundation of China (No. 13&ZD190), and a Royal Society-Newton Advanced Fellowship Award.

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Correspondence to Wenge Rong.

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Li, X., Rong, W., Shi, H. et al. The impact of conference ranking systems in computer science: a comparative regression analysis. Scientometrics 116, 879–907 (2018). https://doi.org/10.1007/s11192-018-2763-1

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