Review

A Starting Note: A Historical Perspective in Lasso

Volume: 13 Number: 1 September 3, 2021
EN

A Starting Note: A Historical Perspective in Lasso

Abstract

we provide history of lasso, and see new ventures and talk about key concept of debiased lasso. Lasso provided a good fit through sparse regression but did not deliver standard errors. The debiased lasso delivers.

Keywords

References

  1. Belloni, A. and D. Chen, and V. Chernozhukov, and C. Hansen (2012). Sparse models and methods for optimal instruments with an application to eminent domain. Econometrica, 80, 2369-2429.
  2. Belloni, A. and V. Chernozhukov, and C. Hansen (2014). Inference on treatment effects after selection among high dimensional controls. Review of Economic Studies, 81, 608-650.
  3. Callot, L. and M. Caner, and O. Onder, E. Ulasan (2021). A nodewise regression approach to estimating large portfolios. Journal of Business and Economic Statistics, Forthcoming.
  4. Caner, M. (2009). Lasso-type GMM estimation. Econometric Theory, 25, 270-290.
  5. Caner, M. and A.B. Kock (2018). Asymptotically honest confidence regions for high dimensional parameters by the desparsified conservative lasso. Journal of Econometrics, 203, 143-168.
  6. Caner, M. and X. Han, and Y. Lee (2018). Adaptive elastic net GMM estimation with many invalid moment conditions: Simultaneous model and moment selection. Journal of Business and Economic Statistics, 36, 24-46.
  7. Knight, K. and W. Fu (2000). Asymptotics for lasso-type estimators. Annals of Statistics, 28, 1356-1378.
  8. Knight, K. (2008). Shrinkage estimation for nearly singular designs. Econometric Theory, 24, 323-337.

Details

Primary Language

English

Subjects

Economics

Journal Section

Review

Authors

Mehmet Caner *
United States

Publication Date

September 3, 2021

Submission Date

February 12, 2021

Acceptance Date

July 18, 2021

Published in Issue

Year 2021 Volume: 13 Number: 1

APA
Caner, M. (2021). A Starting Note: A Historical Perspective in Lasso. International Econometric Review, 13(1), 1-3. https://doi.org/10.33818/ier.872633
AMA
1.Caner M. A Starting Note: A Historical Perspective in Lasso. IER. 2021;13(1):1-3. doi:10.33818/ier.872633
Chicago
Caner, Mehmet. 2021. “A Starting Note: A Historical Perspective in Lasso”. International Econometric Review 13 (1): 1-3. https://doi.org/10.33818/ier.872633.
EndNote
Caner M (September 1, 2021) A Starting Note: A Historical Perspective in Lasso. International Econometric Review 13 1 1–3.
IEEE
[1]M. Caner, “A Starting Note: A Historical Perspective in Lasso”, IER, vol. 13, no. 1, pp. 1–3, Sept. 2021, doi: 10.33818/ier.872633.
ISNAD
Caner, Mehmet. “A Starting Note: A Historical Perspective in Lasso”. International Econometric Review 13/1 (September 1, 2021): 1-3. https://doi.org/10.33818/ier.872633.
JAMA
1.Caner M. A Starting Note: A Historical Perspective in Lasso. IER. 2021;13:1–3.
MLA
Caner, Mehmet. “A Starting Note: A Historical Perspective in Lasso”. International Econometric Review, vol. 13, no. 1, Sept. 2021, pp. 1-3, doi:10.33818/ier.872633.
Vancouver
1.Mehmet Caner. A Starting Note: A Historical Perspective in Lasso. IER. 2021 Sep. 1;13(1):1-3. doi:10.33818/ier.872633

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