论文标题

追求潜在的观点

Pursuing a Prospective Perspective

论文作者

Kearnes, Steven

论文摘要

预测模型的回顾性测试未考虑部署模型的现实环境。另一方面,前瞻性验证可以通过合并训练有素的模型并考虑影响可重复性的主观决策来实现数据生成过程之间的有意义的比较。前瞻性实验对于在建模方面的一致进步至关重要。

Retrospective testing of predictive models does not consider the real-world context in which models are deployed. Prospective validation, on the other hand, enables meaningful comparisons between data generation processes by incorporating trained models and considering the subjective decisions that affect reproducibility. Prospective experiments are essential for consistent progress in modeling.

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