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Improving the Sensitivity of Online Controlled Experiments by Utilizing Pre-Experiment Data
時間 2021-01-16
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機器學習
在線實驗
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該方法是一個通用的方法,主要利用實驗前的無偏數據,(一般選取實驗前的同一指標)對實驗覈心指標進行修正,使得新指標的方差更低,得到更敏感的新指標,放大treatment的影響;同時該方法還可以在減少樣本量或實驗週期,減少前期實驗成本,降低實驗風險。
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