图 书 馆
NBA球幕防守的认识与分析Recognizing and Analyzing Ball Screen Defense in the NBA |
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| 课程网址: | https://videolectures.net/videos/kdd2016_brooks_screen_defense |
| 主讲教师: | Joel Brooks |
| 开课单位: | KDD 2016研讨会 |
| 开课时间: | 2016-10-12 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | As the NBA’s go-to offensive play, determining how to defend the ball screen is among the most critical decisions faced by NBA coaching staffs. In this talk, we present the construction and application of a tool for automatically recognizing common defensive counters to ball screens. Using SportVU player tracking data and supervised machine learning techniques, we learn a classifier that labels ball screens according to how they were defended. Applied to data from five NBA seasons, our classifier identified the screen defense of over 300,000 screens in total. These labeled data enable novel analyses of defensive strategies. We present observations and trends at both the team and player levels. Our work is a step towards the construction of a coaching assistance tool for analyzing one of the game’s most important actions. |
| 关 键 词: | 球幕防守; 自动识别; 机器学习技术 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2025-01-07：liyq |
| 最后编审: | 2025-01-07：liyq |
| 阅读次数: | 9 |