Two-dimensional Regression Modelling with Copula Dependencies and a Focus on Count Data and Sports Applications

Buch
116 Seiten
2023
Cuvillier Verlag
978-3-7369-7925-3 (ISBN)
43,40 inkl. MwSt
https://cuvillier.de/de/shop/publications/8946-two-dimensional-regression-modelling-with-copula-dependencies-and-a-focus-on-count-data-and-sports-applications

This work was fundamentally motivated by the application of regression modelling to football match outcomes and specifically FIFA World Cups. Modelling football results is a rather popular topic. However, there is no gold standard on how to tackle the bivariate nature of match outcomes and how to assess the possible underlying dependency thereof. This work proposes to use the mathematical structure of copulas to include the bivariate dependency structure within the modelling process. In this context, two regularization approaches were implemented into existing infrastructure and multiple showcases of the methodology are presented.
Erscheinungsdatum
Verlagsort Göttingen
Sprache englisch
Maße 148 x 210 mm
Themenwelt Mathematik / Informatik Mathematik Finanz- / Wirtschaftsmathematik
Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Schlagworte Bivariate Response • Copula, Football, Association Football • Cross Validation, Benchmarking, Model Validation • dependencies • FIFA World Cups • Football Results, Competitive Settings • Forecasting, Correlation, Approximation • Joint Modelling, Count Data • Kompetitive Szenarien, Maschinelles Lernen • machine learning • Pönalisierung, Fußballergebnisse • Regression, Fußball, Abhängigkeiten • Regression, LASSO • regression modelling • Regularisation, Feature Selection • Soccer, Primera Division, Data Analysis • Sportanwendungen, Wetten • Sports Applications, Betting, Bundesliga • Statistics, Statistical Modelling • Statistik, Statistische Modellierung • Variablenauswahl, FIFA Weltmeisterschaften • Zähldaten
ISBN-10 3-7369-7925-8 / 3736979258
ISBN-13 978-3-7369-7925-3 / 9783736979253
Zustand Neuware
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