Optimal sufficient dimension reduction in regressions with categorical predictors (original) (raw)
Related papers
A selective review of sufficient dimension reduction for multivariate response regression
2022
On consistency and sparsity for sliced inverse regression in high dimensions
The Annals of Statistics, 2018
Dimension estimation in sufficient dimension reduction: A unifying approach
Journal of Multivariate Analysis, 2011
A note on the choice of the number of slices in sliced inverse regression
HT014602036, 2007
Matching Using Sufficient Dimension Reduction for Heterogeneity Causal Effect Estimation
arXiv (Cornell University), 2023
A new sliced inverse regression method for multivariate response
Computational Statistics & Data Analysis, 2014
On expectile-assisted inverse regression estimation for sufficient dimension reduction
Journal of Statistical Planning and Inference, 2021
Sufficient Dimension Reduction for Average Causal Effect Estimation
arXiv (Cornell University), 2020
Estimating the structural dimension of regressions via parametric inverse regression
Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2001
Conditional variance estimator for sufficient dimension reduction
Bernoulli
Likelihood-Based Sufficient Dimension Reduction
Journal of the American Statistical Association, 2009
A projection-based consistent test incorporating dimension-reduction in partial linear models
Statistica Sinica, 2021
Sufficient reductions in regressions with elliptically contoured inverse predictors
Journal of the American Statistical Association, 2014
Sufficient dimension reduction and prediction in regression: Asymptotic results
Journal of Multivariate Analysis, 2019
Advanced topics in Sliced Inverse Regression
Journal of Multivariate Analysis, 2021
Dimension reduction and coefficient estimation in multivariate linear regression
Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2007
Matching Using Sufficient Dimension Reduction for Causal Inference
Journal of Business & Economic Statistics, 2019
Comparison of sliced inverse regression
2016
Influence functions for sliced inverse regression
Scandinavian journal of statistics, 2005
Dimension Reduction Using Inverse Regression and Nonparametric Factors
2008
Sufficient reductions in regression with mixed predictors
2021
arXiv (Cornell University), 2023
Bias and variance reduction in estimation of model dimension
Proceedings of the American Mathematical Society, 1994
Asymptotics of sliced inverse regression
1993
itdr: An R package of Integral Transformation Methods to Estimate the SDR Subspaces in Regression
2022
Dimension reduction for censored regression data
The Annals of Statistics, 1999
Electronic Journal of Statistics, 2012
Dimension Reduction In A Semiparametric Regression Model With Errors In Covariates
The Annals of Statistics
Dr. Kabir O P E Y E M I Olorede
2019
On The Degrees of Freedom of Reduced-rank Estimators in Multivariate Regression
Using linear smoothers to assess the structural dimension of regressions
2001
Estimating sufficient reductions of the predictors in abundant high-dimensional regressions
The Annals of Statistics, 2012