Concepedia

Regularized Parameter Estimation

Regularized Parameter Estimation is a parameter estimation method that incorporates a penalty term into the objective function to constrain model complexity, thereby improving generalization and robustness in the presence of uncertainty.

187

Publications

14K

Citations

392

Authors

221

Institutions

Publications per year

2017–2026

51

Parents

Publications

187

Determination of the regularization parameter in indirect-transform methods using perceptual criteria

Dmitri I. Svergun · Journal of Applied Crystallography · 1992 · 3.8K citations

, , +13

The Dantzig selector: Statistical estimation when $p$ is much larger than $n$

arXiv (Cornell University) · 2005 · 1.7K citations · Full text

, , +13

A unified framework for high-dimensional analysis of M-estimators with decomposable regularizers

Sahand Negahban · 2011 · 1.2K citations

, , +16

Dimensional renorinalization : The number of dimensions as a regularizing parameter

C. G. Bollini, J. J. Giambiagi · ˜Il œNuovo cimento della Società italiana di fisica. B/˜Il œNuovo cimento B · 1972 · 991 citations

, , +10

An Optimum Property of Regular Maximum Likelihood Estimation

V. P. Godambe · The Annals of Mathematical Statistics · 1960 · 775 citations · Full text

, , +11

1–5 of 187

Authors

392

  1. MY
    Ming Yuan

    Georgia Institute of Technology, United States

    3 publications · 108 citations

    4

    h-index

  2. YC
    Yonina C. Eldar

    Technion – Israel Institute of Technology, Israel

    3 publications · 192 citations

    3

    h-index

  3. TC
    Tianshi Chen

    Linköping University, Sweden

    3 publications · 182 citations

    3

    h-index

  4. EJ
    Emmanuel J. Candès

    Stanford University, United States

    3 publications · 309 citations

    3

    h-index

  5. LL
    Lennart Ljung

    Linköping University, Sweden

    3 publications · 182 citations

    3

    h-index

1–5 of 392

Institutions

221

  1. Columbia University

    New York, United States

    8 h-index

    12 publications

    385 citations

  2. Stanford University

    Stanford, United States

    5 h-index

    9 publications

    673 citations

  3. Georgia Institute of Technology

    Atlanta, United States

    5 h-index

    6 publications

    248 citations

  4. Technion – Israel Institute of Technology

    Haifa, Israel

    4 h-index

    3 publications

    192 citations

  5. Princeton University

    Princeton, United States

    4 h-index

    7 publications

    209 citations

  6. Linköping University

    Linköping, Sweden

    4 h-index

    6 publications

    385 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    7 publications

    431 citations

  8. University of Geneva

    Geneva, Switzerland

    3 h-index

    3 publications

    79 citations

1–8 of 221

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 192 citations

    8

    h-index

  2. IEEE Transactions on Signal Processing

    7 publications · 281 citations

    7

    h-index

  3. Inverse Problems

    6 publications · 274 citations

    6

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 5 publications · 116 citations

    5

    h-index

  5. Signal Processing

    4 publications · 231 citations

    4

    h-index

1–5