Concepedia

Regularized Regression Models

Regularized Regression Models is a class of statistical regression techniques that incorporates penalty terms to constrain model complexity, thereby improving generalization and variable selection in high-dimensional genomic data.

654

Publications

47.8K

Citations

2.1K

Authors

852

Institutions

Publications per year

2017–2026

299

Variants

Penalized Regression Models

Parents

Publications

654

Sparsity and Smoothness Via the Fused Lasso

Robert Tibshirani, Michael A. Saunders, Saharon Rosset et al. · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2004 · 2.8K citations

, , +14

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

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

, , +13

Computationally efficient whole-genome regression for quantitative and binary traits

Joelle Mbatchou, Leland Barnard, Joshua Backman et al. · Nature Genetics · 2021 · 1.6K citations

, , +9

A Sparse-Group Lasso

Noah Simon, Jerome H. Friedman, Trevor Hastie et al. · Journal of Computational and Graphical Statistics · 2012 · 1.4K citations

, , +17

Group lasso with overlap and graph lasso

Laurent Jacob, Guillaume Obozinski, Jean‐Philippe Vert · 2009 · 868 citations

, , +13

1–5 of 654

Authors

2.1K

  1. TH
    Trevor Hastie

    Stanford University, United States

    12 publications · 3.9K citations

    12

    h-index

  2. RT
    Robert Tibshirani

    Stanford University, United States

    10 publications · 5K citations

    10

    h-index

  3. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    7 publications · 679 citations

    7

    h-index

  4. DC
    Di‐Rong Chen

    Beihang University, China

    5 publications · 149 citations

    5

    h-index

  5. GT
    Gerhard Tutz

    Ludwig-Maximilians-Universität München, Germany

    5 publications · 262 citations

    5

    h-index

1–5 of 2.1K

Institutions

852

  1. Stanford University

    Stanford, United States

    24 h-index

    110 publications

    34.5K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    33 publications

    3.1K citations

  3. University of Michigan

    Ann Arbor, United States

    13 h-index

    30 publications

    7K citations

  4. University of California, Berkeley

    Berkeley, United States

    11 h-index

    26 publications

    1.4K citations

  5. Columbia University

    New York, United States

    11 h-index

    21 publications

    833 citations

  6. University of Chicago

    Chicago, United States

    10 h-index

    14 publications

    690 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    21 publications

    488 citations

  8. Ludwig-Maximilians-Universität München

    Munich, Germany

    9 h-index

    19 publications

    972 citations

1–8 of 852

Venues

  1. arXiv (Cornell University)

    Repository · 37 publications · 2.2K citations

    20

    h-index

  2. Bioinformatics

    20 publications · 1.8K citations

    17

    h-index

  3. BMC Bioinformatics

    13 publications · 455 citations

    12

    h-index

  4. PLoS ONE

    13 publications · 537 citations

    12

    h-index

  5. Computational Statistics & Data Analysis

    CSDA · 12 publications · 500 citations

    12

    h-index

1–5