With the globalization of NBA, all eyes on the NBA playoffs are around the world. Ones celebrate the winning of their team which they like. Especially, NBA fans keep on predicting the playoffs game results. However, prediction of winning probability of teams in NBA playoffs is challenging. In order to meet the challenges, we proposed a method using ELO algorithm for prediction and leveraging Graph Database, Neo4j, for implementation. Experiment results show that, the design and implementation of the prediction system could work to some degree.
References
[1]
Zeng, P. and Zhu, A.M. (2016) NBA Playoff Prediction Method Based on Support Vector Machine. Journal of Shenzhen University (Polytechnic Edition), 33, 62-71. https://doi.org/10.3724/SP.J.1249.2016.01062
[2]
Sheng, Q., Chong, Y.D. and Zheng, C. (2010) NBA Playoff Performance Analysis and Prediction: Logistic and Bayes Model. Statistical Education, 10, 46-51.
[3]
Wood, P.T. (2009) Graph Database. Birkbeck, University of London, London, UK.
[4]
Partner, J., Vukotic, A. and Watt, N. (2014) Neo4j in Action. Pearson Schweiz Ag, Zug.
[5]
Ouyang, M.S. (2013) Research on the Evaluation System of Competitive Events Based on ELO Algorithm. Doctoral Dissertation, Wuhan University of Technology, Wuhan.
[6]
Hong, X.G., Di, Y., et al. (2015) Qualification Prediction of NBA Playoffs Based on Fisher Model. Journal of Chongqing University of Technology (Natural Science), 29, 126-130.
[7]
Ji, B. and Li, J. (2014) NBA All-Star Lineup Prediction Based on Neural Networks. International Conference on Information Science & Cloud Computing Companion. Guangzhou, 7-8 December 2013, 864-869. https://doi.org/10.1109/ISCC-C.2013.92
[8]
Hu, F.-F. and Zidek, J.V. (2004) Forecasting NBA Basketball Playoff Outcomes Using the Weighted Likelihood. Lecture Notes-Monograph Series, 45, 385-395. https://doi.org/10.1214/lnms/1196285406
[9]
Kovalchik, S.A. (2016) Searching for the GOAT of Tennis Win Prediction. Journal of Quantitative Analysis in Sports, 12, 127-138. https://doi.org/10.1515/jqas-2015-0059