Concepedia

Information-theoretic Model Selection

Information-Theoretic Model Selection is a model selection paradigm within evolutionary model selection that uses information-theoretic criteria, such as Akaike's Information Criterion or Bayesian Information Criterion, to balance model fit and complexity by minimizing the information loss between the model and the observed data.

186

Publications

80.3K

Citations

439

Authors

272

Institutions

Publications per year

2017–2026

32

Parents

Publications

186

Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach

Fred S. Guthery, Kenneth P. Burnham, David Anderson · Journal of Wildlife Management · 2003 · 42.2K citations · Full text

, , +16

Multimodel Inference

Kenneth P. Burnham, David R. Anderson · Sociological Methods & Research · 2004 · 11.6K citations

, , +15

Model Selection and Inference: A Practical Information-Theoretic Approach

Robert L. Strawderman, Kenneth P. Burnham, David R. Anderson · Journal of the American Statistical Association · 2000 · 4.2K citations · Full text

, , +15

Detection of signals by information theoretic criteria

M. Wax, T. Kailath · IEEE Transactions on Acoustics Speech and Signal Processing · 1985 · 3.4K citations

, , +11

Model selection and multimodel inference : a practical information-theoretic approach

2002 · 2.9K citations

, , +15

1–5 of 186

Authors

439

  1. KP
    Kenneth P. Burnham

    Colorado State University, United States

    5 publications · 60.7K citations

    5

    h-index

  2. JE
    Joseph E. Cavanaugh

    University of Iowa, United States

    4 publications · 285 citations

    4

    h-index

  3. PN
    Pratyush Nidhi Sharma

    University of Alabama, United States

    3 publications · 261 citations

    3

    h-index

  4. JS
    Jens‐Christian Svenning

    Aarhus University, Denmark

    3 publications · 145 citations

    3

    h-index

  5. DR
    David R. Anderson

    Colorado State University, United States

    3 publications · 18.3K citations

    3

    h-index

1–5 of 439

Institutions

272

  1. United States Geological Survey

    Reston, United States

    5 h-index

    9 publications

    194 citations

  2. Colorado State University

    Fort Collins, United States

    5 h-index

    10 publications

    14K citations

  3. University of Florida

    Gainesville, United States

    5 h-index

    7 publications

    198 citations

  4. University of California, Berkeley

    Berkeley, United States

    4 h-index

    6 publications

    289 citations

  5. Aarhus University

    Aarhus, Denmark

    4 h-index

    9 publications

    794 citations

  6. University of Wisconsin–Madison

    Madison, United States

    4 h-index

    11 publications

    320 citations

  7. University of Iowa

    Iowa City, United States

    3 h-index

    3 publications

    224 citations

  8. The Nature Conservancy

    Arlington, United States

    3 h-index

    4 publications

    76 citations

1–8 of 272

Venues

  1. Journal of Wildlife Management

    7 publications · 45.1K citations

    7

    h-index

  2. Ecology

    5 publications · 916 citations

    5

    h-index

  3. PLoS ONE

    5 publications · 762 citations

    5

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 5 publications · 335 citations

    5

    h-index

  5. IEEE Transactions on Signal Processing

    4 publications · 309 citations

    4

    h-index

1–5