The partial linear model in high dimensions

Semi-parametric generalized linear models

Green, P. J. and Yandell, B. S. (1985) · 1985

Earlier work this paper cites.

Spline models for observational data

Wahba, G. (1990) · 1990

Earlier work this paper cites.

Probability in Banach Spaces: Isoperimetry and Processes

Ledoux, M. and Talagrand, M. (1991) · 1991

Earlier work this paper cites.

Nonparametric regression and generalized linear models: a roughness penalty approach

Green, P. J., Silverman, B. W., Silverman, B. W., and Silverman, B. W. (1994) · 1994

Earlier work this paper cites.

Regression shrinkage and selection via the lasso

Tibshirani, R. (1996) · 1996

Earlier work this paper cites.

Weak Convergence and Empirical Processes

van der Vaart, A. W. and Wellner, J. A. (1996) · 1996

Earlier work this paper cites.

Penalized quasi-likelihood estimation in partial linear models

Mammen, E. and van de Geer, S. (1997) · 1997

Earlier work this paper cites.

About the constants in Talagrand’s concentration inequalities for empirical processes

Massart, P. (2000) · 2000

Cited alongside, same era.

Empirical Processes in M-Estimation

van de Geer, S. (2000) · 2000

Cited alongside, same era.

Concentration inequalities and model selection. Lectures from the 33rd Summer School on Probability Theory held in Saint-Flour, July 6–23, 2003

Massart, P. (2003) · 2003

Cited alongside, same era.

Bagboosting for tumor classification with gene expression data

Dettling, M. (2004) · 2004

Cited alongside, same era.

Regularization and variable selection via the elastic net

Original

Zou, H. and Hastie, T. (2005) · 2005

Cited alongside, same era.

Concentration inequalities and asymptotic results for ratio type empirical processes

Partially linear models

Härdle, W. and Liang, H. (2007) · 2007

Later among the works it cites.

The deterministic Lasso

van de Geer, S. (2007) · 2007

Later among the works it cites.

Simultaneous analysis of Lasso and Dantzig selector

Bickel, P., Ritov, Y., and Tsybakov, A. (2009) · 2009

Later among the works it cites.

Statistics for High-Dimensional Data: Methods, Theory and Applications

Bühlmann, P. and van de Geer, S. (2011) · 2011

Later among the works it cites.

High-dimensional variable screening and bias in subsequent inference, with an empirical comparison

Bühlmann, P. and Mandozzi, J. (2013) · 2013

Closest in time.

Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems: École dÕÉté de Probabilités de Saint-Flour XXXVIII-2008

Koltchinskii, V. (2011) · 2033

Closest in time.