SHRINKAGE ESTIMATION OF REGRESSION MODELS WITH MULTIPLE STRUCTURAL CHANGES
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Publication:2981821
DOI10.1017/S0266466615000237zbMath1385.62018MaRDI QIDQ2981821
Publication date: 10 May 2017
Published in: Econometric Theory (Search for Journal in Brave)
Asymptotic properties of parametric estimators (62F12) Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Ridge regression; shrinkage estimators (Lasso) (62J07) Linear regression; mixed models (62J05) Statistical methods; risk measures (91G70)
Related Items (20)
Estimation and identification of latent group structures in panel data ⋮ Test by adaptive Lasso quantile method for real-time detection of a change-point ⋮ Shrinkage quantile regression for panel data with multiple structural breaks ⋮ Efficient multiple change point detection for high‐dimensional generalized linear models ⋮ Penetrating sporadic return predictability ⋮ Shrinkage estimation of multiple threshold factor models ⋮ A modified information criterion for tuning parameter selection in 1d fused LASSO for inference on multiple change points ⋮ Testing for explosive bubbles: a review ⋮ IDENTIFYING LATENT GROUPED PATTERNS IN COINTEGRATED PANELS ⋮ Group fused Lasso for large factor models with multiple structural breaks ⋮ High-dimensional VARs with common factors ⋮ Detection of similar successive groups in a model with diverging number of variable groups ⋮ Changepoint in dependent and non-stationary panels ⋮ Multiple structural breaks in cointegrating regressions: a model selection approach ⋮ Unnamed Item ⋮ Identifying latent group structures in nonlinear panels ⋮ Estimation of large dimensional factor models with an unknown number of breaks ⋮ Changepoint detection by the quantile Lasso method ⋮ A penalized regression approach for DNA copy number study using the sequencing data ⋮ Oracle Efficient Estimation of Structural Breaks in Cointegrating Regressions
Cites Work
- Sparse estimators and the oracle property, or the return of Hodges' estimator
- Common breaks in means and variances for panel data
- A Bernstein type inequality and moderate deviations for weakly dependent sequences
- Exponential inequalities for martingales and asymptotic properties of the free energy of directed polymers in a random environment
- Estimating a common deterministic time trend break in large panels with cross sectional dependence
- Properties and refinements of the fused Lasso
- On the distribution of penalized maximum likelihood estimators: the LASSO, SCAD, and thresholding
- Profile-kernel likelihood inference with diverging number of parameters
- Segmentation of ARX-models using sum-of-norms regularization
- On the distribution of the adaptive LASSO estimator
- Estimation of multiple-regime regressions with least absolutes deviation
- Asymptotics for Lasso-type estimators.
- Nonconcave penalized likelihood with a diverging number of parameters.
- Detection of structural breaks in linear dynamic panel data models
- An alternative to unit root tests: bridge estimators differentiate between nonstationary versus stationary models and select optimal lag
- Jackknife model averaging for quantile regressions
- Pathwise coordinate optimization
- Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain
- TESTING STRUCTURAL CHANGE IN PARTIALLY LINEAR MODELS
- Tests for Parameter Instability and Structural Change With Unknown Change Point
- LASSO-TYPE GMM ESTIMATOR
- Testing For and Dating Common Breaks in Multivariate Time Series
- Optimal Tests when a Nuisance Parameter is Present Only Under the Alternative
- Critical values for multiple structural change tests
- Estimating and Testing Linear Models with Multiple Structural Changes
- Sparsity and Smoothness Via the Fused Lasso
- ORACLE EFFICIENT VARIABLE SELECTION IN RANDOM AND FIXED EFFECTS PANEL DATA MODELS
- ADAPTIVE GMM SHRINKAGE ESTIMATION WITH CONSISTENT MOMENT SELECTION
- Model Selection and Estimation in Regression with Grouped Variables
- Estimating and Testing Structural Changes in Multivariate Regressions
- End-of-Sample Instability Tests
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