是什么让一个国家橄榄球联盟的球队成功?基于游戏数据的游戏分析

Josef Ur, Mathew Craner, Rehab El Hajj
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摘要

美国国家橄榄球联盟(NFL)是北美最受欢迎的运动之一。联赛展示了许多强大的运动员,获胜对所有球队都非常重要;然而,对于每一支获胜的球队来说,都有一支失败的球队,教练的责任是决定该叫什么比赛来帮助他们的球队获胜。数据挖掘比赛数据可以通过观察某些比赛的频率、比赛的码数以及场地上的触地得分等问题,帮助显示NFL顶级球队的趋势和领域。在数据挖掘智能工具的帮助下,如朴素贝叶斯,决策树算法和关联规则,我们努力隔离联盟中最好的球队分开并产生胜利的区域。通过将球队分为两类——顶级球队和低端球队——我们能够比较这两类球队的差异,从而解释什么球队在联赛中取得了更多的成功。尽管我们发现大多数球队——无论是顶级球队还是低端球队——都使用类似的战术,但也有一些因素可以区分这两种类型的球队。这项研究强调了这些具体因素,以及在NFL社区中更成功的球队和不太成功的球队之间发现的一些总体区别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
What Makes a National Football League Team Successful? an Analysis of Play by Play Data
The National Football League (NFL) is one of the most popular sports in North America. The league showcases many strong athletes and winning is very important to all teams; however, for every winning team, there is a losing team, and it is the coaches' responsibility to decide what plays to call in order to help their teams win. Data mining play data can help show trends and areas where the top teams in the NFL excel by looking at questions like how often certain plays are run, how many yards do the plays get and where on the field are touchdown scored. With the help of data mining intelligent tools such as Naive Bayes, decision tree algorithms and association rules, we worked to isolate the areas where the best teams in the league separate themselves and produce winning franchises. By classifying the teams into two categories - the top teams and bottom teams - we were able to compare the two classes for differences which explain what results in more success in the league. Although we found that most teams - both top and bottom teams - use similar plays, there were also factors that distinguished the two types of teams. This research highlights these specific factors and some overall distinctions found between the more successful versus less successful teams to the NFL community.
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