Search Results for author: Murat Ali Bayir

Found 3 papers, 0 papers with code

Causal Transfer Random Forest: Combining Logged Data and Randomized Experiments for Robust Prediction

no code implementations17 Oct 2020 Shuxi Zeng, Murat Ali Bayir, Joesph J. Pfeiffer III, Denis Charles, Emre Kiciman

We describe a causal transfer random forest (CTRF) that combines existing training data with a small amount of data from a randomized experiment to train a model which is robust to the feature shifts and therefore transfers to a new targeting distribution.

counterfactual

Genie: An Open Box Counterfactual Policy Estimator for Optimizing Sponsored Search Marketplace

no code implementations22 Aug 2018 Murat Ali Bayir, Mingsen Xu, Yaojia Zhu, Yifan Shi

In this paper, we propose an offline counterfactual policy estimation framework called Genie to optimize Sponsored Search Marketplace.

counterfactual

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