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Learning Human Sports Motion Feasibility via Quantile Regression on Tracking Data

arXiv cs.AI ↗ · 2026-10-28 Cached

本文提出将球员的最短可行到达时间(Time-to-Arrival)建模为条件分位数回归问题,并在2022世界杯PFF光学追踪数据上训练的轻量MLP模型在多项指标上超越了六种基于物理的球员运动模型,且展示了跨运动项目(篮球、NFL)的迁移能力。

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#tracking-data

H-VAEP and H-xT: Valuing Offensive On-the-Ball Actions in Handball by Estimating Probabilities

arXiv cs.LG ↗ · 2026-08-14 Cached

This paper adapts Expected Threat (xT) and Valuing Actions by Estimating Probabilities (VAEP) frameworks to professional handball, introducing Handball-xT and Handball-VAEP using five seasons of tracking-derived event data from the Handball Bundesliga, and releases the code for clubs.

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