Alexandre Belloni
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Inference on treatment effects after selection among high-dimensional controls
A Belloni, V Chernozhukov, C Hansen
The Review of Economic Studies 81 (2), 608-650, 2014
Sparse models and methods for optimal instruments with an application to eminent domain
A Belloni, D Chen, V Chernozhukov, C Hansen
Least Squares after Model Selection in High-Dimensional Sparse Models
A Belloni, V Chernozhukov
Cambridge, MA: Dept. of Economics, MIT, 2009
Square-root lasso: pivotal recovery of sparse signals via conic programming
A Belloni, V Chernozhukov, L Wang
Biometrika 98 (4), 791-806, 2011
High-dimensional methods and inference on structural and treatment effects
A Belloni, V Chernozhukov, C Hansen
Journal of Economic Perspectives 28 (2), 29-50, 2014
ℓ1-penalized quantile regression in high-dimensional sparse models
A Belloni, V Chernozhukov
The Annals of Statistics 39 (1), 82-130, 2011
Program evaluation and causal inference with high‐dimensional data
A Belloni, V Chernozhukov, I Fernández‐Val, C Hansen
Econometrica 85 (1), 233-298, 2017
Inference for high-dimensional sparse econometric models
A Belloni, V Chernozhukov, C Hansen
arXiv preprint arXiv:1201.0220, 2011
Optimizing product line designs: Efficient methods and comparisons
A Belloni, R Freund, M Selove, D Simester
Management Science 54 (9), 1544-1552, 2008
Some new asymptotic theory for least squares series: Pointwise and uniform results
A Belloni, V Chernozhukov, D Chetverikov, K Kato
Journal of Econometrics 186 (2), 345-366, 2015
Uniform post-selection inference for least absolute deviation regression and other Z-estimation problems
A Belloni, V Chernozhukov, K Kato
Biometrika 102 (1), 77-94, 2015
Pivotal estimation via square-root lasso in nonparametric regression
A Belloni, V Chernozhukov, L Wang
The Annals of Statistics 42 (2), 757-788, 2014
Conditional quantile processes based on series or many regressors
A Belloni, V Chernozhukov, I Fernandez-Val
Honest confidence regions for a regression parameter in logistic regression with a large number of controls
A Belloni, V Chernozhukov, Y Wei
cemmap working paper, 2013
Bundle relaxation and primal recovery in unit commitment problems. The Brazilian case
A Belloni, ALDS Lima, MEP Maceira, CA Sagastizábal
Annals of Operations Research 120 (1-4), 21-44, 2003
Inference in high-dimensional panel models with an application to gun control
A Belloni, V Chernozhukov, C Hansen, D Kozbur
Journal of Business & Economic Statistics 34 (4), 590-605, 2016
High dimensional sparse econometric models: An introduction
A Belloni, V Chernozhukov
Inverse Problems and High-Dimensional Estimation, 121-156, 2011
On the computational complexity of MCMC-based estimators in large samples
A Belloni, V Chernozhukov
The Annals of Statistics 37 (4), 2011-2055, 2009
Linear and conic programming estimators in high-dimensional errors-in-variables models
A Belloni, M Rosenbaum, A Tsybakov
arXiv preprint arXiv:1408.0241, 2014
Escaping the local minima via simulated annealing: Optimization of approximately convex functions
A Belloni, T Liang, H Narayanan, A Rakhlin
Conference on Learning Theory, 240-265, 2015
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