Skip to main content

Skyline-Based University Rankings

  • Conference paper
  • First Online:
ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium (TPDL 2020, ADBIS 2020)

Abstract

University rankings comprise a significant tool in making decisions in our modern educational process. In this paper, we propose a novel university ranking method based on the skyline operator, which is used on multi-dimensional objects to extract the non-dominated (i.e.“prevailing") ones. Our method is characterized by several advantages, such as: it is transparent, reproducible, without any arbitrarily selected parameters, based on the research output of universities only and not on publicly not traceable or random questionnaires. Our method does not provide meaningless absolute rankings but rather it ranks universities categorized in equivalence classes. We evaluate our method experimentally with data extracted from Microsoft Academic.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    https://en.wikipedia.org/wiki/Academic_Ranking_of_World_Universities.

  2. 2.

    https://en.wikipedia.org/wiki/QS_World_University_Rankings.

  3. 3.

    https://en.wikipedia.org/wiki/Times_Higher_Education_World_University_Rankings.

  4. 4.

    https://en.wikipedia.org/wiki/Webometrics_Ranking_of_World_Universities.

  5. 5.

    https://en.wikipedia.org/wiki/CWTS_Leiden_Ranking.

  6. 6.

    https://academic.microsoft.com.

  7. 7.

    https://www.aminer.cn/oag2019.

  8. 8.

    https://doi.org.

References

  1. Angelis, L., Bassiliades, N., Manolopoulos, Y.: On the necessity of multiple university rankings. COLLNET J. Scientometrics Inf. Manage. 13(1), 11–36 (2019). https://doi.org/10.1080/09737766.2018.1550043

    Article  Google Scholar 

  2. Bornmann, L., Marx, W.: Thomas theorem in research evaluation. Scientometrics 123(1), 553–555 (2020). https://doi.org/10.1007/s11192-020-03389-6

    Article  Google Scholar 

  3. Börzsönyi, S., Kossmann, D., Stocker, K.: The skyline operator. In: Proceedings 17th IEEE International Conference on Data Engineering (ICDE), pp. 1–20 (2001). https://doi.org/10.1109/ICDE.2001.914855

  4. Johnes, J.: University rankings: what do they really show? Scientometrics 115(1), 585–606 (2018). https://doi.org/10.1007/s11192-018-2666-1

    Article  Google Scholar 

  5. Manolopoulos, Y., Katsaros, D.: Metrics and rankings: Myths and fallacies. In: Revised Selected Papers, 18th International Conference on Data Analytics & Management in Data Intensive Domains (DAMDID/RCDL), pp. 265–280. Moscow, Russia (2017). https://doi.org/10.1007/978-3-319-57135-5_19

  6. Sidiropoulos, A., Gogoglou, A., Katsaros, D., Manolopoulos, Y.: Gazing at the skyline for star scientists. J. Inform. 10(3), 789–813 (2016). https://doi.org/10.1016/j.joi.2016.04.009

    Article  Google Scholar 

  7. Stoupas, G., Sidiropoulos, A., Gogoglou, A., Katsaros, D., Manolopoulos, Y.: Rainbow ranking: an adaptable, multidimensional ranking method for publication sets. Scientometrics 116(1), 147–160 (2018). https://doi.org/10.1007/s11192-018-2731-9

    Article  Google Scholar 

  8. Thomas, W., Thomas, D.: The Child in America. Knopf, Oxford (1928)

    Google Scholar 

  9. Van Raan, A.F.: Fatal attraction: conceptual and methodological problems in the ranking of universities by bibliometric methods. Scientometrics 62(1), 133–143 (2005). https://doi.org/10.1007/s11192-005-0008-6

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Georgios Stoupas .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Stoupas, G., Sidiropoulos, A., Katsaros, D., Manolopoulos, Y. (2020). Skyline-Based University Rankings. In: Bellatreche, L., et al. ADBIS, TPDL and EDA 2020 Common Workshops and Doctoral Consortium. TPDL ADBIS 2020 2020. Communications in Computer and Information Science, vol 1260. Springer, Cham. https://doi.org/10.1007/978-3-030-55814-7_30

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-55814-7_30

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-55813-0

  • Online ISBN: 978-3-030-55814-7

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics