Concepedia

Mixture Density Estimation

Mixture Density Estimation is a density estimation method that models a probability density function as a weighted sum of parametric component densities, typically Gaussian distributions, to capture multimodal and heterogeneous data structures.

343

Publications

25.9K

Citations

719

Authors

373

Institutions

Publications per year

2017–2026

47

Variants

Finite Mixture Modeling

Parents

Publications

343

Mixture Densities, Maximum Likelihood and the EM Algorithm

Richard A. Redner, Homer F. Walker · SIAM Review · 1984 · 2.7K citations

, , +17

Bayesian Density Estimation and Inference Using Mixtures

Michael Escobar, Mike West · Journal of the American Statistical Association · 1995 · 2.2K citations

, , +16

Supervised Learning of Semantic Classes for Image Annotation and Retrieval

Gustavo Carneiro, Antoni B. Chan, Pedro J. Moreno et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2007 · 870 citations · Full text

, , +15

Exact Mean Integrated Squared Error

J. S. Marron, M. P. Wand · The Annals of Statistics · 1992 · 765 citations · Full text

, , +15

Independent Factor Analysis

Hagai Attias · Neural Computation · 1999 · 508 citations

, , +13

1–5 of 343

Authors

719

  1. UD
    Uwe D. Hanebeck

    Karlsruhe Institute of Technology, Germany

    7 publications · 118 citations

    7

    h-index

  2. KR
    Kathryn Roeder

    Carnegie Mellon University, United States

    5 publications · 782 citations

    5

    h-index

  3. NV
    Nikos Vlassis

    University of Amsterdam, Netherlands

    3 publications · 442 citations

    3

    h-index

  4. LW
    Larry Wasserman

    Carnegie Mellon University, United States

    3 publications · 708 citations

    3

    h-index

  5. CE
    Carey E. Priebe

    Johns Hopkins University, United States

    3 publications · 105 citations

    3

    h-index

1–5 of 719

Institutions

373

  1. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    24 publications

    2.2K citations

  2. Purdue University West Lafayette

    West Lafayette, United States

    6 h-index

    11 publications

    289 citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    12 publications

    1.3K citations

  4. Karlsruhe Institute of Technology

    Karlsruhe, Germany

    6 h-index

    14 publications

    236 citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    6 h-index

    10 publications

    265 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    8 publications

    682 citations

  7. Université de Montréal

    Montreal, Canada

    5 h-index

    9 publications

    297 citations

  8. Australian National University

    Canberra, Australia

    5 h-index

    7 publications

    192 citations

1–8 of 373

Venues

  1. Journal of the American Statistical Association

    16 publications · 3.9K citations

    16

    h-index

  2. The Annals of Statistics

    12 publications · 1.6K citations

    12

    h-index

  3. arXiv (Cornell University)

    Repository · 13 publications · 415 citations

    12

    h-index

  4. Journal of Computational and Graphical Statistics

    JCGS · 9 publications · 357 citations

    9

    h-index

  5. 8

    h-index

1–5