Getting More for Less - Better A/B Testing Via Causal Regularization

Getting More for Less - Better A/B Testing Via Causal Regularization
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ISBN-10 : OCLC:1375384087
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Book Synopsis Getting More for Less - Better A/B Testing Via Causal Regularization by : Kevin Webster

Download or read book Getting More for Less - Better A/B Testing Via Causal Regularization written by Kevin Webster and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Causal regularization solves several practical problems in live trading applications: estimating price impact when alpha is un- known and estimating alpha when price impact is unknown. In addition, causal regularization increases the value of small A/B tests: one draws more robust conclusions from smaller live trading experiments than traditional econometric methods. Requiring less A/B test data, trading teams can run more live trading experiments and improve the performance of more trading algorithms. Using a realistic order simulator, we quantify these benefits for a canonical A/B trading experiment.


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