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2017 | OriginalPaper | Buchkapitel

Small World Network Formation and Characterization of Sports Network

verfasst von : Paramita Dey, Maitreyee Ganguly, Priya Sengupta, Sarbani Roy

Erschienen in: Proceedings of the 5th International Conference on Frontiers in Intelligent Computing: Theory and Applications

Verlag: Springer Singapore

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Abstract

The motivation of this paper is formation of sports network and characterization of the small world network phenomenon by analyzing the data of individual players of a team. Analysis of the network suggests that sports network can be considered as small world and inherits all characteristics of small world network. Making a quantitative measure for an individual performance in the team sports is important in respect to the fact that for team selection of International football matches, from a pool of best players, only 11 players can be selected for the team. The statistical record of each player is considered as a traditional way of quantifying the performance of a player. But other criteria like performing against a strong opponent or executing a brilliant performance against a strong team deserves more credit. In this paper, a method based on social networking is presented to quantify the quality of player’s efficiency and is defined as the total matches played between each team members of individual teams and the members of different teams. The application of Social Network Analysis (SNA) is explored to measure performances and rank of the players. A bidirectional weighted network of players is generated using the information collected from English Premier League (2014–2015) and used for network formation.

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Literatur
1.
Zurück zum Zitat D.J. Watts., S.H. Strogatz, Collective dynamics of small-world networks, Nature, Volume 393, pp. 440–442, 1998. D.J. Watts., S.H. Strogatz, Collective dynamics of small-world networks, Nature, Volume 393, pp. 440–442, 1998.
2.
Zurück zum Zitat M. E. J. Newman, Random graphs as models of networks, Brain Network, pp. 2–3, 2005. M. E. J. Newman, Random graphs as models of networks, Brain Network, pp. 2–3, 2005.
3.
Zurück zum Zitat Qawi K. Telesford, Karen E. Joyce, Satoru Hayasaka, Jonathan H. Burdette, and Paul J. Laurienti, The Ubiquity of Small-World Networks, Brain Connectivity, Volume 1, pp. 1–5, 2011. Qawi K. Telesford, Karen E. Joyce, Satoru Hayasaka, Jonathan H. Burdette, and Paul J. Laurienti, The Ubiquity of Small-World Networks, Brain Connectivity, Volume 1, pp. 1–5, 2011.
4.
Zurück zum Zitat E. Bittner, A. Nussbaumer, W. Janke, M. Weigel, Football fever: goal distributions and non-Gaussian statistics, European Physical Journal Vol. B, pp. 67–459, 2009. E. Bittner, A. Nussbaumer, W. Janke, M. Weigel, Football fever: goal distributions and non-Gaussian statistics, European Physical Journal Vol. B, pp. 67–459, 2009.
5.
Zurück zum Zitat E. Ben-Naim, S. Redner, F. Vazquez, Scaling in Tournaments, Europhysics Letters, pp. 124, 2007. E. Ben-Naim, S. Redner, F. Vazquez, Scaling in Tournaments, Europhysics Letters, pp. 124, 2007.
6.
Zurück zum Zitat C. Sire, S. Redner, Understanding baseball team standings and streaks, European Physical Journal, pp. 473–481, 2009. C. Sire, S. Redner, Understanding baseball team standings and streaks, European Physical Journal, pp. 473–481, 2009.
7.
Zurück zum Zitat B. Skinner, The price of anarchy in basketball, Journal of Quantitative Analysis in Sports, pp. 3–6, 2010. B. Skinner, The price of anarchy in basketball, Journal of Quantitative Analysis in Sports, pp. 3–6, 2010.
8.
Zurück zum Zitat A. Heuer, C. Müller, O. Rubner, Soccer: Is scoring goals a predictable Poissonian process?, Europhysics Letters, pp. 89, 2010. A. Heuer, C. Müller, O. Rubner, Soccer: Is scoring goals a predictable Poissonian process?, Europhysics Letters, pp. 89, 2010.
9.
Zurück zum Zitat S.R. Iyer, R. Sharda, Prediction of athletes performance using neural networks: An application in cricket team selection, Expert Systems with Applications, Elsivier, pp. 36, 2009. S.R. Iyer, R. Sharda, Prediction of athletes performance using neural networks: An application in cricket team selection, Expert Systems with Applications, Elsivier, pp. 36, 2009.
10.
Zurück zum Zitat Y. Yamamoto, K. Yokoyama, Common and Unique Network Dynamics in Football Games, PLOS One, pp. 6–12, 2011. Y. Yamamoto, K. Yokoyama, Common and Unique Network Dynamics in Football Games, PLOS One, pp. 6–12, 2011.
11.
Zurück zum Zitat D. Lusher, G. Robins, P. Kremer, Measurement in Physical Education and Exercise Science, Social Network Analysis, Sport in Globalised Societies. Changes and Challenges pp. volume-14, pp. 211–224, 2010. D. Lusher, G. Robins, P. Kremer, Measurement in Physical Education and Exercise Science, Social Network Analysis, Sport in Globalised Societies. Changes and Challenges pp. volume-14, pp. 211–224, 2010.
12.
Zurück zum Zitat S. Mukherjee, Quantifying individual performance in Cricket? A network analysis of Batsmen and Bowlers, Physica A 393, pp. 624–637, 2012. S. Mukherjee, Quantifying individual performance in Cricket? A network analysis of Batsmen and Bowlers, Physica A 393, pp. 624–637, 2012.
13.
Zurück zum Zitat Shiu-Wan Hung, An-Pang Wang, A Small World in the Patent Citation Network, IEEE International Conference on Industrial Engineering and Engineering Management, pp. 2–4, 2008. Shiu-Wan Hung, An-Pang Wang, A Small World in the Patent Citation Network, IEEE International Conference on Industrial Engineering and Engineering Management, pp. 2–4, 2008.
14.
Zurück zum Zitat Matthieu Latapy, Main-memory Triangle Computations for Very Large (Sparse (Power-Law)) Graphs, Theoretical Computer Science (TCS) 407 (1-3), pp. 458–473, 2008. Matthieu Latapy, Main-memory Triangle Computations for Very Large (Sparse (Power-Law)) Graphs, Theoretical Computer Science (TCS) 407 (1-3), pp. 458–473, 2008.
15.
Zurück zum Zitat Ulrik Brandes, A Faster Algorithm for Betweenness Centrality, Journal of Mathematical Sociology 25(2), pp. 163–177, 2001. Ulrik Brandes, A Faster Algorithm for Betweenness Centrality, Journal of Mathematical Sociology 25(2), pp. 163–177, 2001.
16.
Zurück zum Zitat Erdos, P. and Rnyi, On the evolution of random graphs, Publication of the Mathematical Institute of the Hungarian Academy of Sciences, pp. 17–61, 1960. Erdos, P. and Rnyi, On the evolution of random graphs, Publication of the Mathematical Institute of the Hungarian Academy of Sciences, pp. 17–61, 1960.
Metadaten
Titel
Small World Network Formation and Characterization of Sports Network
verfasst von
Paramita Dey
Maitreyee Ganguly
Priya Sengupta
Sarbani Roy
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-3153-3_61

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