Concepedia

Prior Regularization

Prior Regularization is a methodological approach in Bayesian inference that belongs to the class of prior specification techniques, distinguished by its incorporation of regularization principles to constrain prior distributions in order to improve model generalization and robustness.

265

Publications

15.8K

Citations

764

Authors

398

Institutions

Publications per year

2017–2026

101

Parents

Publications

265

Image reconstruction and restoration: overview of common estimation structures and problems

G. Demoment · IEEE Transactions on Acoustics Speech and Signal Processing · 1989 · 640 citations

, , +15

Posterior Regularization for Structured Latent Variable Models

Kuzman Ganchev, Joäo Graça, Jennifer Gillenwater et al. · ScholarlyCommons (University of Pennsylvania) · 2010 · 462 citations · Full text

, , +16

Bayesian Regularization for Normal Mixture Estimation and Model-Based Clustering

Chris Fraley, Adrian E. Raftery · Journal of Classification · 2007 · 413 citations

, , +14

AutoTrack: Towards High-Performance Visual Tracking for UAV With Automatic Spatio-Temporal Regularization

Yiming Li, Changhong Fu, Fangqiang Ding et al. · 2020 · 412 citations

, , +15

Bayesian Regularization and Pruning Using a Laplace Prior

Peter M. Williams · Neural Computation · 1995 · 388 citations

, , +16

1–5 of 265

Authors

764

  1. AH
    Amir H. Golnabi

    Dartmouth College, United States

    6 publications · 416 citations

    6

    h-index

  2. PM
    Paul M. Meaney

    Dartmouth College, United States

    6 publications · 404 citations

    6

    h-index

  3. KD
    Keith D. Paulsen

    Dartmouth College, United States

    6 publications · 458 citations

    6

    h-index

  4. AV
    Arash Vahdat

    Simon Fraser University, Canada

    4 publications · 351 citations

    4

    h-index

  5. SD
    Shireen D. Geimer

    Dartmouth College, United States

    3 publications · 191 citations

    3

    h-index

1–5 of 764

Institutions

398

  1. Centre National de la Recherche Scientifique

    Paris, France

    9 h-index

    18 publications

    1.8K citations

  2. Dartmouth College

    Hanover, United States

    9 h-index

    29 publications

    2.1K citations

  3. Tsinghua University

    Beijing, China

    7 h-index

    13 publications

    937 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    9 publications

    443 citations

  5. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    11 publications

    357 citations

  6. Stony Brook University

    Stony Brook, United States

    5 h-index

    7 publications

    409 citations

  7. University of Chicago

    Chicago, United States

    4 h-index

    5 publications

    187 citations

  8. Zhejiang University

    Hangzhou, China

    4 h-index

    4 publications

    182 citations

1–8 of 398

Venues

  1. arXiv (Cornell University)

    Repository · 20 publications · 764 citations

    16

    h-index

  2. IEEE Transactions on Image Processing

    9 publications · 631 citations

    9

    h-index

  3. IEEE Transactions on Medical Imaging

    6 publications · 367 citations

    6

    h-index

  4. IEEE Transactions on Biomedical Engineering

    5 publications · 613 citations

    5

    h-index

  5. Neural Information Processing Systems

    Conference · 4 publications · 160 citations

    4

    h-index

1–5