An empirical analysis on players’ position on the field throughout a soccer match is presented. For this purpose, a Bayesian mixture of experts model is defined, allowing for flexible specification of concomitant covariates on the component weights as smooth functions represented by cubic splines.
Berrettini, M., Galimberti, G., Brendan Murphy, T., Ranciati, S. (2023). Modelling soccer players field position via mixture of Gaussians with flexible weights. Pearson.
Modelling soccer players field position via mixture of Gaussians with flexible weights
Marco Berrettini;Giuliano Galimberti;Saverio Ranciati
2023
Abstract
An empirical analysis on players’ position on the field throughout a soccer match is presented. For this purpose, a Bayesian mixture of experts model is defined, allowing for flexible specification of concomitant covariates on the component weights as smooth functions represented by cubic splines.File in questo prodotto:
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