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Ranking footballers with multilevel modeling
Gregor Grbec, Nino Bašić, Marko Tkalčič, 2024, published scientific conference contribution

Abstract: Despite football’s collaborative nature, the inquiry into the identity of the best player is a frequent topic in the footballing realm. This discussion disproportionately highlights attacking players, creating an apparent bias, as every team role holds significance. Our study aimed to delineate player performance from team performance and ensure the inclusion of players from all positions in the ultimate ranking of the best players. We sourced data from FBref, encompassing every player in every match played by a top 20 European team in the current century’s top 5 European leagues. Employing a multilevel linear mixed-effects model, we utilized team points as the response variable, accounting for both player and opponent team strength. The extraction of level-2 player residuals, averaged by player, facilitated the creation of a comprehensive ranking for the best players of this century. Surprisingly, two players widely regarded as among the best of all time, Messi and Ronaldo, secured relatively low positions on our list (Ronaldo at 12th, and Messi at 14th).
Keywords: multilevel modeling, footballer ranking, sports modeling
Published in RUP: 05.06.2025; Views: 215; Downloads: 10
.pdf Full text (211,09 KB)
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Preface on the special issue on group recommender systems
Ludovico Boratto, Alexander Felfernig, Martin Stettinger, Marko Tkalčič, 2024, other scientific articles

Keywords: group recommendations, recommender systems, aggregation strategies
Published in RUP: 03.06.2025; Views: 162; Downloads: 6
.pdf Full text (148,44 KB)
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Prediction of song qualities from audio and lyrics : final project paper
Mirko Dugajlić, 2024, undergraduate thesis

Keywords: content-based recommender system, word embeddings, songlyrics, audio
Published in RUP: 08.09.2024; Views: 665; Downloads: 9
.pdf File (1,07 MB)

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Rangiranje nogometašev z uporabo večnivojskega modeliranja : magistrsko delo
Gregor Grbec, 2023, master's thesis

Keywords: football players, ranking, multilevel modelling, mixed-effects
Published in RUP: 11.10.2023; Views: 2258; Downloads: 29
.pdf Full text (1,35 MB)

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Analiza pomena značilk za napoved ocen filmov : zaključna naloga
Nadeen Al Hawamdeh, 2023, undergraduate thesis

Keywords: computer science, recommender systems, feature importance, ablation, machine learning
Published in RUP: 10.10.2023; Views: 1822; Downloads: 11
.pdf Full text (368,98 KB)

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Spodbujevalno učenje s pomočjo človeka na primeru igre Flappy Bird : zaključna naloga
Jana Ristovska, 2023, undergraduate thesis

Keywords: machine learning, reinforcement learning, q-learning
Published in RUP: 10.10.2023; Views: 2103; Downloads: 19
.pdf Full text (579,90 KB)

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