Análisis de la actividad competitiva en el juego de Polo Acuático
Fecha
2014-07-06
Autores
Stanislas, Pascalina
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Editor
Universidad Central “Marta Abreu” de Las Villas
Resumen
En el presente trabajo de diploma se aborda el análisis del rendimiento deportivo del jugador en el deporte de Polo Acuático a través de la aplicación de técnicas de minería de datos. Específicamente, se aplica la extracción de reglas de asociación para identificar regularidades que pueden ser útiles en el desarrollo de estrategias tácticas aplicadas durante el entrenamiento.
Haciendo uso de los datos obtenidos durante un juego entre el equipo de Villa Clara y el de Camagüey se construye el conjunto de entrenamiento utilizado para la extracción de las reglas mediante el algoritmo Apriori implementado en WEKA.
Las reglas de asociación obtenidas en su mayoría aportan información relevante según el criterio del experto. Los aspectos principales en los que se obtiene información son: la regularidad de la carga en el ejercicio competitivo y el comportamiento de la efectividad del equipo.
This study implements a new approach to the analysis of the athletic performance of each player of Water Polo through the application of data mining techniques. Specific consideration is given to the extraction of association rules which can be used for identifying regularities and patterns applicable in the development of tactical strategies which can be implemented during the training process. Data generated from a game between the teams Villa Clara and Camaguey was used in the WEKA program, which implements the Apriori algorithm for the extraction of association rules. The majority of the rules obtained contained relevant information based on the criteria of the Water Polo expert. Relevant information was obtained with reference to two fundamental aspects: the regularity of the load exerted during competitive exercise and the effectiveness of the behavior of the team.
This study implements a new approach to the analysis of the athletic performance of each player of Water Polo through the application of data mining techniques. Specific consideration is given to the extraction of association rules which can be used for identifying regularities and patterns applicable in the development of tactical strategies which can be implemented during the training process. Data generated from a game between the teams Villa Clara and Camaguey was used in the WEKA program, which implements the Apriori algorithm for the extraction of association rules. The majority of the rules obtained contained relevant information based on the criteria of the Water Polo expert. Relevant information was obtained with reference to two fundamental aspects: the regularity of the load exerted during competitive exercise and the effectiveness of the behavior of the team.
Descripción
Palabras clave
Rendimiento Deportivo, Reglas de Asociación, Weka, Apriori, Polo Acuático, Athletic Performance, Association Rules, Weka, Apriori, Water Polo