Concepedia

Graphical Models

Graphical Models is a statistical framework that represents complex probabilistic relationships among variables through a graph structure, where nodes denote random variables and edges encode conditional dependencies, thereby distinguishing it from other statistical models by its explicit use of graph theory to factorize joint probability distributions.

4.2K

Publications

319.3K

Citations

8.7K

Authors

2.4K

Institutions

Publications per year

2017–2026

903

Variants

Pgms

Parents

Publications

4.2K

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

John Lafferty, Andrew McCallum, Fernando C. N. Pereira · Scholarly Commons (University of Pennsylvania) · 2001 · 13K citations · Full text

, , +12

JAGS: A program for analysis of Bayesian graphical models using Gibbs sampling

Martyn Plummer · 2003 · 4.7K citations

, , +15

Local Computations with Probabilities on Graphical Structures and Their Application to Expert Systems

Steffen L. Lauritzen, David J. Spiegelhalter · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1988 · 4K citations

, , +16

X-Tile

Robert L. Camp, Marisa Dolled‐Filhart, David L. Rimm · Clinical Cancer Research · 2004 · 3.9K citations

, , +17

An Introduction to Variational Methods for Graphical Models

Michael I. Jordan, Zoubin Ghahramani, Tommi Jaakkola et al. · Machine Learning · 1999 · 3.8K citations · Full text

, , +12

1–5 of 4.2K

Authors

8.7K

  1. AS
    Alan S. Willsky

    Massachusetts Institute of Technology, United States

    32 publications · 2.8K citations

    20

    h-index

  2. SL
    Steffen L. Lauritzen

    Aalborg University, Denmark

    19 publications · 8.8K citations

    18

    h-index

  3. AM
    Andrew McCallum

    University of Massachusetts Amherst, United States

    21 publications · 15K citations

    17

    h-index

  4. RD
    Rina Dechter

    University of California, Irvine, United States

    29 publications · 1.1K citations

    17

    h-index

  5. AI
    Alexander Ihler

    University of California, Irvine, United States

    22 publications · 1.9K citations

    17

    h-index

1–5 of 8.7K

Institutions

2.4K

  1. Carnegie Mellon University

    Pittsburgh, United States

    50 h-index

    242 publications

    38.2K citations

  2. University of Washington

    Seattle, United States

    48 h-index

    218 publications

    28.3K citations

  3. Stanford University

    Stanford, United States

    45 h-index

    145 publications

    18.8K citations

  4. University of California, Berkeley

    Berkeley, United States

    42 h-index

    154 publications

    13.2K citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    35 h-index

    156 publications

    11.8K citations

  6. ETH Zurich

    Zurich, Switzerland

    30 h-index

    83 publications

    9.6K citations

  7. University of California, Los Angeles

    Los Angeles, United States

    29 h-index

    86 publications

    23.3K citations

  8. University of Michigan

    Ann Arbor, United States

    29 h-index

    99 publications

    6K citations

1–8 of 2.4K

Venues

  1. arXiv (Cornell University)

    Repository · 313 publications · 17.8K citations

    55

    h-index

  2. Journal of the American Statistical Association

    62 publications · 11.7K citations

    42

    h-index

  3. The Annals of Statistics

    54 publications · 9.9K citations

    37

    h-index

  4. Bioinformatics

    50 publications · 6.9K citations

    29

    h-index

  5. Biometrika

    45 publications · 4.3K citations

    28

    h-index

1–5