A SURVIVAL ANALYSIS STUDY TO DISCOVER WHICH SKILLS DETERMINE A HIGHER SCORING IN BASKETBALL
Articolo
Data di Pubblicazione:
2023
Abstract:
Over the years data analytics for sports has developed consistently. Survival analysis is a method that allows to study the occurrence of a particular event during a period of follow-up. This work aims studying the main achievements associated to the probability of reaching a certain amount of points during a NBA season segment.
A Stepwise Cox regression model and a Lasso Cox regression were used to select the most important variables. Two settings were examined, with 20% and 50% censoring. Results showed that attempting more shots, gaining more achievements (double doubles) and having been selected for the All-Star game increase the probability of success, i.e. exceeding the given threshold of points. Moreover, a higher number of steals seems to decrease the probability of reaching a certain amount of points. Thus, players more involved in this fundamental are penalized in terms of scored points.
A Stepwise Cox regression model and a Lasso Cox regression were used to select the most important variables. Two settings were examined, with 20% and 50% censoring. Results showed that attempting more shots, gaining more achievements (double doubles) and having been selected for the All-Star game increase the probability of success, i.e. exceeding the given threshold of points. Moreover, a higher number of steals seems to decrease the probability of reaching a certain amount of points. Thus, players more involved in this fundamental are penalized in terms of scored points.
Tipologia CRIS:
1.1 Articolo in rivista
Elenco autori:
Macis, A.; Manisera, M.; Zuccolotto, P; Sandri, M.
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