科研成果详情

题名A neural network model of the NBA most valued player selection prediction
作者
发表日期2019-08-26
会议名称2019 International Conference on Pattern Recognition and Artificial Intelligence
会议录名称ACM International Conference Proceeding Series
页码16-20
会议日期26 August 2019 ~ 28 August 2019
会议地点Zhejiang
摘要

This study analyzed all the performance of the players in the National Basketball Association (NBA) during a particular season and predicted the most valued players (MVP) of that season. The NBA game is the most popular basketball game all over the world. Every game attracted hundreds of and thousands of audiences and fans. Some fans supported the specific teams and many of fans supported some specific players in these teams. When they want to observe the performance of their preferred basketball stars and determine whether they can be awarded as the most valued player in the current season. Our study can help answer this question. We developed a novel NBA MVP prediction system with the neural network. We trained and tested this neural network using each season performances of NBA players from 1997 to 2019. These features of inputs are specific and optimized with training results. Based on our model, we randomly chose testing dataset from season 2009 - 2010 and season 2016 - 2017, and successfully predicted that the most valued players of the chosen seasons are LeBron James(season 2009 - 2010) and Russell Westbrook(season 2016- 2017).

关键词Most Valuable Player Neural Network The National Basketball Association
DOI10.1145/3357777.3357786
URL查看来源
收录类别CPCI-S
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS记录号WOS:000518199600004
Scopus入藏号2-s2.0-85074791468
引用统计
文献类型会议论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/9195
专题个人在本单位外知识产出
作者单位
Wenzhou-Kean University,Wenzhou,China
推荐引用方式
GB/T 7714
Chen, Yuefei,Dai, Junyan,Zhang, Changjiang. A neural network model of the NBA most valued player selection prediction[C], 2019: 16-20.
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