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

Scientific publication - Journal Article uoadl:2930731 161 Read counter

Unit:
Department of Physical Education & Sport Science
Title:
Bayesian Analysis of Skills Importance in World Champions Men's Volleyball across Ages
Languages of Item:
English
Abstract:
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.
Publication year:
2019
Authors:
Sotirios Drikos
Ioannis Ntzoufras
Nikolaos Apostolidis
Journal:
International Journal of Computer Science in Sport
Publisher:
Walter de Gruyter GmbH
Volume:
18
Number:
1
Pages:
24--44
Main subject category:
Education - Sport science
Official URL (Publisher):
DOI:
10.2478/ijcss-2019-0002
The digital material of the item is not available.