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Dimensionality Reduction: Principal Component Analysis Of Workload Of An Nba Game, Brian Audelio Serrano Feb 2024

Dimensionality Reduction: Principal Component Analysis Of Workload Of An Nba Game, Brian Audelio Serrano

Doctoral Dissertations and Projects

The worlds of sports science, data analytics, and sports performance are at a crossroads. Each field is accustomed to functioning in relative silos; however, this approach is quickly becoming outdated. Sporting organizations are adopting high-performance models that integrate all departments and their subsequent data pipelines. This has led to a wealth of information not available before to a team’s performance health staff in guiding optimal athletic performance. Within the sport of basketball, these silos can be split further into video coaching, basketball analytics, sports science, player development, and performance health. Specifically, basketball sports science can be categorized into internal and …