Gestion 2000, Volume (41), No (1), Year (2024-11) , Pages (70-83)

Title : ( Forecasting the auction prices of Indian Premier League cricket players with neural networks )

Authors: Vijay PEREIRA , Abbas Rohani , Siamak KHEYBARI , Alessio ISHIZAKA , Maria BARBATI ,

Access to full-text not allowed by authors

Citation: BibTeX | EndNote

Abstract

Cricket is an increasingly popular sport due to the change in format and tournaments played. One of the most popular of these is the Twenty20 Cricket IPL, the financial stakes in which are growing sig- nificantly. A critical feature of the IPL are the player auctions that take place before the tournaments. Securing the best players at these auctions is key to performing well in the tournament. On the oth- er hand, bidding too high involves unnecessary spending. It would, therefore, be helpful to be able to forecast the winning price of a player. To this end, we used sports analytics, which is new sports analytics, which is a newly developing area of research aimed at deriving information based on data collected from previous games. For this study, we collected 15 indicators of earlier seasons. We first cleaned the data by performing a correlation analysis, which removed five indicators. Then, we used artificial natural networks to forecast auction prices. The Levenberg-Marquardt backpropagation model was found to be the best, with an accuracy of 99%.

Keywords

, Forecasting, Premier League cricket players, neural networks
برای دانلود از شناسه و رمز عبور پرتال پویا استفاده کنید.

@article{paperid:1100897,
author = {ویجی پریرا and Rohani, Abbas and سیامک خیبری and آلسیو ایشیزاکا and ماریا بارباتی},
title = {Forecasting the auction prices of Indian Premier League cricket players with neural networks},
journal = {Gestion 2000},
year = {2024},
volume = {41},
number = {1},
month = {November},
issn = {0773-0543},
pages = {70--83},
numpages = {13},
keywords = {Forecasting; Premier League cricket players; neural networks},
}

[Download]

%0 Journal Article
%T Forecasting the auction prices of Indian Premier League cricket players with neural networks
%A ویجی پریرا
%A Rohani, Abbas
%A سیامک خیبری
%A آلسیو ایشیزاکا
%A ماریا بارباتی
%J Gestion 2000
%@ 0773-0543
%D 2024

[Download]