Concepedia

High-dimensional Density Estimation

High-Dimensional Density Estimation is a statistical methodology concerned with inferring the probability density function of a random variable in high-dimensional spaces, where the challenge arises from the curse of dimensionality rendering traditional estimation techniques inefficient or infeasible.

138

Publications

12.9K

Citations

304

Authors

156

Institutions

Publications per year

2017–2026

38

Parents

Publications

138

Multivariate Density Estimation, Theory, Practice, and Visualbation

Philip H. Ramsay · Technometrics · 1993 · 2.9K citations

, , +15

Probabilistic visual learning for object representation

B. Moghaddam, Alex Pentland · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1997 · 1.5K citations

, , +17

Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation

Masashi Sugiyama, Shinichi Nakajima, Hisashi Kashima et al. · 2007 · 669 citations

, , +17

Automatic Choice of Dimensionality for PCA

Thomas P. Minka · 2000 · 473 citations

, , +13

Improved fast gauss transform and efficient kernel density estimation

Yang, Duraiswami, Gumerov et al. · 2003 · 404 citations

, , +16

1–5 of 138

Authors

304

  1. DD
    David Duvenaud

    University of Toronto, Canada

    4 publications · 497 citations

    4

    h-index

  2. WG
    Will Grathwohl

    University of Toronto, Canada

    4 publications · 497 citations

    4

    h-index

  3. MS
    Masashi Sugiyama

    Tokyo Institute of Technology, Japan

    3 publications · 738 citations

    3

    h-index

  4. AG
    Arthur Gretton

    University College London, United Kingdom

    3 publications · 88 citations

    3

    h-index

  5. AP
    Alex Pentland

    Massachusetts Institute of Technology, United States

    3 publications · 1.5K citations

    3

    h-index

1–5 of 304

Institutions

156

  1. Massachusetts Institute of Technology

    Cambridge, United States

    9 h-index

    15 publications

    4K citations

  2. Georgia Institute of Technology

    Atlanta, United States

    6 h-index

    8 publications

    219 citations

  3. Stanford University

    Stanford, United States

    5 h-index

    12 publications

    623 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    16 publications

    783 citations

  5. Institut d'Astrophysique de Paris

    Paris, France

    4 h-index

    9 publications

    208 citations

  6. University of California, Berkeley

    Berkeley, United States

    3 h-index

    4 publications

    360 citations

  7. Courant Institute of Mathematical Sciences

    New York, United States

    3 h-index

    4 publications

    464 citations

  8. Tokyo Institute of Technology

    Tokyo, Japan

    3 h-index

    6 publications

    820 citations

1–8 of 156

Venues

  1. arXiv (Cornell University)

    Repository · 23 publications · 1.1K citations

    15

    h-index

  2. The Annals of Statistics

    11 publications · 623 citations

    10

    h-index

  3. 4

    h-index

  4. Journal of Multivariate Analysis

    3 publications · 73 citations

    3

    h-index

  5. Neural Information Processing Systems

    Conference · 3 publications · 105 citations

    3

    h-index

1–5