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Keith Battocchi

2 accepted papers

2021

Estimating the Long-Term Effects of Novel Treatments

NeurIPS 2021poster

Policy makers often need to estimate the long-term effects of novel treatments, while only having historical data of older treatment options. We propose a surrogate-based approach using a long-term dataset where only past treatments were administered and a short-term dataset where novel treatments h…

Cited by 14SourcePDFScholar
2019

Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments

NeurIPS 2019spotlight

We consider the estimation of heterogeneous treatment effects with arbitrary machine learning methods in the presence of unobserved confounders with the aid of a valid instrument. Such settings arise in A/B tests with an intent-to-treat structure, where the experimenter randomizes over which user wi…