PSL Eye: Predicting the Winning Team in Pakistan Super League (PSL) Matches

Tariq Mahmood, M. Riaz, M. Nasir, U. Afzal, Sohaib Tariq, M. Siddiqui
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Abstract

Pakistan Super League (PSL) is a well-known T20 cricket league with millions of viewers. With this large viewer base, predicting the outcome of PSL matches opens a new research avenue for academic researchers.  In this paper, we collect PSL data from relevant sources and generate a validated data set for machine learning experiments. We implement the “PSL Eye” solution which employs Neural Networks (NNs) to predict the match winning team. We preprocess the dataset to eliminate the extra variables then we tune the hyper parameters of NN. After acquiring the optimal values of hyper parameters, we run our NN based PSL Eye to obtain the final results. The overall accuracy of PSL-Eye with testing data set is 82% which is very promising and shows the importance of NN in predicting PSL match outcome.
PSL之眼:预测巴基斯坦超级联赛(PSL)比赛的获胜球队
巴基斯坦超级联赛(PSL)是一个著名的T20板球联赛,拥有数百万观众。有了这么大的观众基础,预测PSL比赛的结果为学术研究人员开辟了一条新的研究途径。在本文中,我们从相关来源收集了PSL数据,并生成了一个经过验证的数据集用于机器学习实验。我们实现了“PSL之眼”解决方案,该解决方案采用神经网络(NNs)来预测比赛获胜队。我们对数据集进行预处理以消除多余的变量,然后对神经网络的超参数进行调整。在获得超参数的最优值后,我们运行基于神经网络的PSL Eye来获得最终结果。使用测试数据集的PSL- eye的总体准确率为82%,这是非常有希望的,并且显示了神经网络在预测PSL匹配结果中的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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