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Improving the Sensitivity of Online Controlled Experiments by Utilizing Pre-Experiment Data
时间 2021-01-16
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机器学习
在线实验
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该方法是一个通用的方法,主要利用实验前的无偏数据,(一般选取实验前的同一指标)对实验核心指标进行修正,使得新指标的方差更低,得到更敏感的新指标,放大treatment的影响;同时该方法还可以在减少样本量或实验周期,减少前期实验成本,降低实验风险。
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