Analyzing and Forecasting the Success in the Men's Ice Hockey World (Junior) Championships Using a Dynamic Ranking Model

Vladimír Holý
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Abstract

What factors contribute to the success of national teams in the Men's Ice Hockey World Championships and the Men's Ice Hockey World Junior Championships? This study examines whether hosting the tournament provides a home advantage; the influence of past tournament performances; the impact of players' physical characteristics such as height, weight, and age; and the value of experience from the World Championships compared to the NHL and other leagues. We employ a dynamic ranking model based on the Plackett-Luce distribution with time-varying strength parameters driven by the score. Additionally, we conduct a forecasting analysis to predict the probabilities of winning the tournament, earning a medal, and advancing to the playoff phase.
利用动态排名模型分析和预测男子冰球世界(青少年)锦标赛的成功率
哪些因素有助于国家队在男子冰球世锦赛和男子冰球世青赛中取得成功?本研究探讨了举办锦标赛是否会带来主场优势;以往锦标赛表现的影响;球员身体特征(如身高、体重和年龄)的影响;以及与国家冰球联盟和其他联赛相比,世锦赛经验的价值。我们采用了基于 Plackett-Luce 分布的动态排名模型,该模型具有由得分驱动的随时间变化的实力参数。此外,我们还进行了预测分析,以预测赢得比赛、赢得奖牌和晋级季后赛阶段的概率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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