Concepedia

Regularized Survival Models

Regularized Survival Models is a class of statistical models in survival analysis that incorporates penalty terms to constrain model complexity, thereby improving generalization by reducing overfitting in the estimation of time-to-event outcomes.

41

Publications

3K

Citations

142

Authors

88

Institutions

Publications per year

2017–2026

16

Variants

Penalized Survival Models

Parents

Publications

41

Boosting Algorithms: Regularization, Prediction and Model Fitting

Statistical Science · 2007 · 738 citations · Full text

, , +17

BOOSTING ALGORITHMS: REGULARIZATION, PREDICTION AND MODEL FITTING

2007 · 706 citations

, , +17

Random survival forests for high‐dimensional data

Hemant Ishwaran, Udaya B. Kogalur, Xi Chen et al. · Statistical Analysis and Data Mining The ASA Data Science Journal · 2011 · 219 citations

, , +17

Regularity conditions for cox's test of non-nested hypotheses

Halbert White · Journal of Econometrics · 1982 · 125 citations

, , +8

Group Lasso Regularized Deep Learning for Cancer Prognosis from Multi-Omics and Clinical Features

Gangcai Xie, Chengliang Dong, Yinfei Kong et al. · Genes · 2019 · 109 citations · Full text

, , +17

1–5 of 41

Authors

142

  1. TH
    Trevor Hastie

    Stanford University, United States

    3 publications · 71 citations

    3

    h-index

  2. CK
    Chandan K. Reddy

    Virginia Tech, United States

    3 publications · 125 citations

    3

    h-index

  3. JQ
    Junyang Qian

    Stanford University, United States

    2 publications · 51 citations

    2

    h-index

  4. SV
    Susana Vinga

    Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento, Portugal

    2 publications · 44 citations

    2

    h-index

  5. RS
    Randall S. Burd

    Children's National, United States

    2 publications · 61 citations

    2

    h-index

1–5 of 142

Institutions

88

  1. Wayne State University

    Detroit, United States

    3 h-index

    5 publications

    194 citations

  2. Stanford University

    Stanford, United States

    3 h-index

    14 publications

    363 citations

  3. University of Michigan

    Ann Arbor, United States

    3 h-index

    5 publications

    222 citations

  4. Universitätsmedizin Göttingen

    Göttingen, Germany

    2 h-index

    4 publications

    113 citations

  5. Children's National

    Washington, United States

    2 h-index

    3 publications

    104 citations

  6. Macau University of Science and Technology

    Macao, Macao

    2 h-index

    6 publications

    126 citations

  7. Rutgers, The State University of New Jersey

    New Brunswick, United States

    2 h-index

    5 publications

    82 citations

  8. University of York

    York, United Kingdom

    2 h-index

    2 publications

    59 citations

1–8 of 88

Venues

  1. Biometrics

    4 publications · 153 citations

    4

    h-index

  2. Biostatistics

    3 publications · 106 citations

    3

    h-index

  3. Lifetime Data Analysis

    2 publications · 49 citations

    2

    h-index

  4. Statistics in Medicine

    2 publications · 64 citations

    2

    h-index

  5. Computers in Biology and Medicine

    2 publications · 35 citations

    2

    h-index

1–5