most citedMachine Learning Estimation of Heterogeneous Treatment Effects with Instruments

32 citations · 34 across the 2 of their papers we have counts for

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econ.EM2021★ 2 cited

Estimating the Long-Term Effects of Novel Treatments

Keith Battocchi, Eleanor Dillon, Maggie Hei +3

Policy makers typically face the problem of wanting to estimate the long-term effects of novel treatments, while only having historical data of older treatment options. We assume a…

econ.EM2019★ 32 cited

Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments

Vasilis Syrgkanis, Victor Lei, Miruna Oprescu +3

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.…