精英足球中的时空和事件数据的综合数据集
Manuel Bassek1, Robert Rein2, Hendrik Weber3
1Institute of Exercise Training and Sport Informatics, German Sport University Cologne, Cologne, Germany. m.bassek@dshs-koeln.de.
Scientific data
|February 1, 2025
概括
这项研究引入了一个新的足球比赛数据集,包括来自德国德甲的事件和球员位置数据. 这种开放访问资源旨在提高可复制性和推进体育分析研究.
科学领域:
- 运动分析 运动分析
- 数据科学数据科学数据科学
- 足球研究 足球研究
背景情况:
- 数据驱动的足球比赛分析正在扩大,但受到有限的公共数据的阻碍,影响了研究的可复制性.
- 现有的数据集往往缺乏对匹配动态进行全面分析所需的细节.
研究的目的:
- 为足球比赛分析提供一种全新的多维数据集.
- 降低进入体育分析研究和实践的门.
- 促进足球研究中的开放科学和可复制性.
主要方法:
- 收集和整合官方比赛信息,事件数据 (传球,投篮,犯规) 和球员/球位置数据 (x/y坐标).
- 汇编了来自德国德甲第一和第二师的七场比赛的数据.
- 根据一个创意共享归因 4.0 (CC-BY 4.0) 许可证确保数据的可用性.
主要成果:
- 创建了一个综合多种数据模式 (事件日志,位置数据) 的综合数据集.
- 该数据集提供了足球比赛动态的多维视图.
- 这些数据有助于验证现有的分析技术,并开发新的方法.
结论:
- 发布的数据集解决了公共足球数据的稀缺性,促进了透明度和可重复性.
- 预计这一资源将对运动分析的进步做出重大贡献.
- 对详细的比赛数据的开放访问支持了足球数据驱动洞察力的增长.
相关概念视频
Selected Data About Geographic Locations
24
Geographic Information Systems (GIS) rely on two core types of data: spatial data and attribute data.Spatial DataSpatial data defines the physical location of features within a coordinate system, typically expressed in terms of latitude and longitude. It provides precise positioning for elements like roads, rivers, or buildings.Attribute DataAttribute data complements spatial data by adding descriptive information about these features. For example, a road's spatial data includes its start and...
24
Levels of Use of a GIS
41
Geographic Information Systems (GIS) operate across three levels of application, each representing an increasing degree of complexity: data management, analysis, and prediction. These levels reflect the expanding functionality and versatility of GIS technology in handling spatial data for diverse purposes.Data ManagementAt its foundational level, GIS serves as a tool for data management, enabling the input, storage, retrieval, and organization of spatial data. This level is often employed in...
41
Applications of GIS: Disaster Management and Emergency Response
36
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
36
GIS Software, Hardware, and Sources of GIS Data
39
A Geographic Information System (GIS) combines specialized software and hardware to effectively manage, analyze, and present spatial and related data. GIS software includes critical functionalities such as a user interface for easy navigation, database management tools for handling spatial and attribute data, and data retrieval features for efficient access. Analytical tools transform raw data into insights, while display functions produce maps and reports in various formats for effective...
39
Time-Series Graph
4.3K
A time-series graph is a line graph with repeated measurements taken at successive intervals of time. It is also called a time series chart. To construct a time-series graph, one must look at both pieces of a paired data set. The horizontal axis is used to plot the time increments, and the vertical axis is used to plot the values of the variable that one is measuring. By using the axes in this way, each point on the graph will correspond to time and a measured quantity. The points on the graph...
4.3K
Social Facilitation
31.7K
Not all intergroup interactions lead to negative outcomes. Sometimes, being in a group situation can improve performance. Social facilitation occurs when an individual performs better when an audience is watching than when the individual performs the behavior alone. This typically occurs when people are performing a task for which they are skilled.
31.7K


