Bayesian Analysis of Skills Importance in World Champions Men's Volleyball across Ages

Επιστημονική δημοσίευση - Άρθρο Περιοδικού uoadl:2930731 163 Αναγνώσεις

Μονάδα:
Τμήμα Επιστήμης Φυσικής Αγωγής και Αθλητισμού
Τίτλος:
Bayesian Analysis of Skills Importance in World Champions Men's Volleyball across Ages
Γλώσσες Τεκμηρίου:
Αγγλικά
Περίληψη:
In volleyball, due to the sequential structure of the game, each outcome results from events that follow consistent consecutive patterns: pass–set–attack–outcome, serve–outcome and block–dig–set–counter attack–outcome. There are three possible outcomes: point won, point lost, and rally continuation. With the aim of quantifying the importance of volleyball skills, data of world champions of the male International Volleyball Federation tournaments for three age categories (Youth, Juniors and Men) were used to construct a transition matrix between subsequent moves and skills within the game. A Dirichlet-Multinomial Bayesian model was used to estimate the transition probabilities between the subsequent moves along with the marginal probability of success of each skill in the complex. The prior distribution of each transition probabilities between moves/skills was elicited to incorporate experts' opinion. For the final evaluation of the skills a simple Monte Carlo scheme was applied to obtain a random sample from the posterior distribution. The findings of the study indicate that the relative importance of volleyball skills is robust across world champions of different age categories. Slight variations are observed on specific skills. A new index (Quantile Mid-range Ratio) is proposed for highlighting skills that are valuable for team's gameplay.
Έτος δημοσίευσης:
2019
Συγγραφείς:
Sotirios Drikos
Ioannis Ntzoufras
Nikolaos Apostolidis
Περιοδικό:
International Journal of Computer Science in Sport
Εκδότης:
Walter de Gruyter GmbH
Τόμος:
18
Αριθμός / τεύχος:
1
Σελίδες:
24--44
Κύρια θεματική κατηγορία:
Εκπαίδευση – Αθλητισμός
Επίσημο URL (Εκδότης):
DOI:
10.2478/ijcss-2019-0002
Το ψηφιακό υλικό του τεκμηρίου δεν είναι διαθέσιμο.