Basketball Analytics. Data Mining for Acquiring Performances

Abstract : Choices of decision makers in a basketball team are not limited to the strategies to be adopted during games. The most important ones are outside the field and concern team composition and talented and productive players to acquire on which the team can rely to raise its game level. In this paper, we propose to use data mining tasks to help decision makers to make appropriate decisions that will lead to the improvement of the performance of their players and their team. Tasks such as clustering, classification and regression are used to detect weaknesses of a team; best players that can help overcome these weaknesses; predict performance and salaries of players. These will be done on the NBA dataset.
Document type :
Conference papers
Abdelmalek Amine; Malek Mouhoub; Otmane Ait Mohamed; Bachir Djebbar. 6th IFIP International Conference on Computational Intelligence and Its Applications (CIIA), May 2018, Oran, Algeria. Springer International Publishing, IFIP Advances in Information and Communication Technology, AICT-522, pp.13-24, 2018, Computational Intelligence and Its Applications. 〈10.1007/978-3-319-89743-1_2〉
Liste complète des métadonnées

https://hal.inria.fr/hal-01913896
Contributor : Hal Ifip <>
Submitted on : Wednesday, November 7, 2018 - 9:36:30 AM
Last modification on : Thursday, November 8, 2018 - 1:30:14 PM
Document(s) archivé(s) le : Friday, February 8, 2019 - 1:08:33 PM

File

 Restricted access
To satisfy the distribution rights of the publisher, the document is embargoed until : 2021-01-01

Please log in to resquest access to the document

Licence


Distributed under a Creative Commons Attribution 4.0 International License

Identifiers

Citation

Leila Hamdad, Karima Benatchba, Fella Belkham, Nesrine Cherairi. Basketball Analytics. Data Mining for Acquiring Performances. Abdelmalek Amine; Malek Mouhoub; Otmane Ait Mohamed; Bachir Djebbar. 6th IFIP International Conference on Computational Intelligence and Its Applications (CIIA), May 2018, Oran, Algeria. Springer International Publishing, IFIP Advances in Information and Communication Technology, AICT-522, pp.13-24, 2018, Computational Intelligence and Its Applications. 〈10.1007/978-3-319-89743-1_2〉. 〈hal-01913896〉

Share

Metrics

Record views

20