Predicting Which Teams Will Make the NBA Playoffs

Ryan Elmore
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引用次数: 1

Abstract

The National Basketball Association (NBA) is the premier men’s professional basketball league in the world. Thirty teams vie for the sixteen spots in order to compete for the Larry O’Brien NBA Finals Championship Trophy. In this paper, we introduce a logistic regression model that can be used to predict which teams will make the playoffs at any given point in the NBA season. In addition, we discuss potential applications of this ranking scheme that can be used by an NBA front office, as well as “arm-chair” GMs playing fantasy sports. More importantly, we move beyond the rankings that are commonly seen on the popular websites by providing a measure of uncertainty associated with our predictions. Finally, we introduce an Rpackage (ballr) that can be used to access data from basketball-reference.com.
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预测哪些球队将进入NBA季后赛
美国国家篮球协会(NBA)是世界上首屈一指的男子职业篮球联赛。30支球队争夺16个席位,以争夺拉里·奥布莱恩NBA总决赛冠军奖杯。在本文中,我们引入了一个逻辑回归模型,可以用来预测哪些球队将在NBA赛季的任何给定时间点进入季后赛。此外,我们讨论了这个排名方案的潜在应用,可以被NBA管理层使用,以及“扶手椅”的总经理玩幻想体育。更重要的是,我们超越了在流行网站上常见的排名,提供了与我们的预测相关的不确定性的衡量标准。最后,我们介绍了一个Rpackage (ballr),它可以用来访问来自basketballreference.com的数据。
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