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02/16/2020
Extending iLQR method with control delay
Iterative linear quadradic regulator(iLQR) has become a benchmark method...
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06/18/2018
Flexible Collaborative Estimation of the Average Causal Effect of a Treatment using the Outcome-Highly-Adaptive Lasso
Many estimators of the average causal effect of an intervention require ...
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05/18/2018
Semisupervised Learning on Heterogeneous Graphs and its Applications to Facebook News Feed
Graph-based semi-supervised learning is a fundamental machine learning p...
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03/31/2018
Collaborative targeted inference from continuously indexed nuisance parameter estimators
We wish to infer the value of a parameter at a law from which we sample ...
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03/31/2018
Collaborative targeted minimum loss inference from continuously indexed nuisance parameter estimators
Suppose that we wish to infer the value of a statistical parameter at a ...
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07/18/2017
On Adaptive Propensity Score Truncation in Causal Inference
The positivity assumption, or the experimental treatment assignment (ETA...
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06/30/2017
Collaborative-controlled LASSO for Constructing Propensity Score-based Estimators in High-Dimensional Data
Propensity score (PS) based estimators are increasingly used for causal ...
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04/05/2017
The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification
Artificial neural networks have been successfully applied to a variety o...
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03/07/2017