Search Results for author: Maggie Hei

Found 2 papers, 1 papers with code

Estimating the Long-Term Effects of Novel Treatments

no code implementations NeurIPS 2021 Keith Battocchi, Eleanor Dillon, Maggie Hei, Greg Lewis, Miruna Oprescu, Vasilis Syrgkanis

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.

BIG-bench Machine Learning

Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments

2 code implementations NeurIPS 2019 Vasilis Syrgkanis, Victor Lei, Miruna Oprescu, Maggie Hei, Keith Battocchi, Greg Lewis

We develop a statistical learning approach to the estimation of heterogeneous effects, reducing the problem to the minimization of an appropriate loss function that depends on a set of auxiliary models (each corresponding to a separate prediction task).

BIG-bench Machine Learning

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