Abstract
We explore the relationship between official rankings of professional tennis players and rankings computed using a variant of the PageRank algorithm as proposed by Radicchi in 2011. We show Radicchi’s equations follow a natural interpretation of the PageRank algorithm and present up-to-date comparisons of official rankings with PageRank-based rankings for both the Association of Tennis Professionals (ATP) and Women’s Tennis Association (WTA) tours. For top-ranked players these two rankings are broadly in line; however, there is wide variation in the tail which leads us to question the degree to which the official ranking mechanism reflects true player ability. For a 390-day sample of recent tennis matches, PageRank-based rankings are found to be better predictors of match outcome than the official rankings.
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References
ATP Tour, Inc: The 2009 ATP Official Rulebook (2011), http://www.ATPWorldTour.com
Brin, S., Page, L.: The anatomy of a large-scale hypertextual web search engine. Computer Networks and ISDN Systems 30(1-7), 107–117 (1998), http://www.sciencedirect.com/science/article/pii/S016975529800110X , Proceedings of the Seventh International World Wide Web Conference
Clarke, S.R.: An adjustive rating system for tennis and squash players. In: de Mestre, N. (ed.) 2nd Conference on Mathematics and Computers in Sport, pp. 43–50 (1994)
Clarke, S.R., Dyte, D.: Using official ratings to simulate major tennis tournaments. International Transactions in Operational Research 7(6), 585 (2000)
del Corral, J., Prieto-Rodriguez, J.: Are differences in ranks good predictors for Grand Slam tennis matches? International Journal of Forecasting 26(3), 551–563 (2010)
Farrelly, D., Nettle, D.: Marriage affects competitive performance in male tennis players. Journal of Evolutionary Psychology 5, 141–148 (2007)
Langville, A., Meyer, C.: Deeper inside PageRank. Internet Mathematics 1(3), 335–380 (2004)
Radicchi, F.: Who is the best player ever? A complex network analysis of the history of professional tennis. PLoS ONE 6(2), e17249 (2011)
Tännsjö, T.: Is it fascitoid to admire sports heroes? In: Tännsjö, T., Tamburrini, C. (eds.) Values in Sport: Elitism, Nationalism, Gender Equality and the Scientific Manufacturing of Winners, ch. 1, pp. 9–23 (2000)
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Dingle, N., Knottenbelt, W., Spanias, D. (2013). On the (Page) Ranking of Professional Tennis Players. In: Tribastone, M., Gilmore, S. (eds) Computer Performance Engineering. EPEW UKPEW 2012 2012. Lecture Notes in Computer Science, vol 7587. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36781-6_17
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DOI: https://doi.org/10.1007/978-3-642-36781-6_17
Publisher Name: Springer, Berlin, Heidelberg
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