Concepedia

Nearest-neighbor Density Estimation

Nearest-Neighbor Density Estimation is a nonparametric density estimation method that estimates the probability density at a given point by adapting the volume of a region centered on the point such that it contains a fixed number of nearest neighbors, thereby distinguishing it from kernel-based or fixed-bandwidth approaches.

89

Publications

10.5K

Citations

202

Authors

133

Institutions

Publications per year

2017–2026

14

Variants

K-nearest Neighbor Density EstimationK-nn Density Estimation

Parents

Publications

89

The estimation of the gradient of a density function, with applications in pattern recognition

Keinosuke Fukunaga, L.D. Hostetler · IEEE Transactions on Information Theory · 1975 · 3K citations

, , +12

Recent Developments in Nonparametric Density Estimation

Alan Julian Izenman · Journal of the American Statistical Association · 1991 · 477 citations

, , +15

Variable Kernel Estimates of Multivariate Densities

Leo Breiman, William S. Meisel, Edward M. Purcell · Technometrics · 1977 · 474 citations

, , +14

A local nearest‐neighbor convex‐hull construction of home ranges and utilization distributions

Wayne M. Getz, Christopher C. Wilmers · Ecography · 2004 · 469 citations · Full text

, , +17

Kullback-Leibler divergence estimation of continuous distributions

Fernando Pérez‐Cruz · 2008 · 404 citations

, , +14

1–5 of 89

Authors

202

  1. KS
    Kumar Sricharan

    University of Michigan, United States

    4 publications · 154 citations

    4

    h-index

  2. YP
    Y. P. Mack

    University of California, Davis, United States

    4 publications · 535 citations

    4

    h-index

  3. AO
    Alfred O. Hero

    University of Michigan, United States

    4 publications · 154 citations

    4

    h-index

  4. WG
    Weihao Gao

    University of Illinois Urbana-Champaign, United States

    4 publications · 87 citations

    4

    h-index

  5. KF
    Keinosuke Fukunaga

    Purdue University West Lafayette, United States

    3 publications · 3.3K citations

    3

    h-index

1–5 of 202

Institutions

133

  1. Princeton University

    Princeton, United States

    4 h-index

    5 publications

    1.4K citations

  2. Australian National University

    Canberra, Australia

    3 h-index

    3 publications

    104 citations

  3. University of Michigan

    Ann Arbor, United States

    3 h-index

    7 publications

    329 citations

  4. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    5 publications

    3.5K citations

  5. Michigan State University

    East Lansing, United States

    2 h-index

    2 publications

    28 citations

  6. University at Albany, State University of New York

    Albany, United States

    2 h-index

    3 publications

    215 citations

  7. Foundation for Research and Technology Hellas

    Heraklion, Greece

    2 h-index

    2 publications

    28 citations

  8. University of Leicester

    Leicester, United Kingdom

    2 h-index

    2 publications

    28 citations

1–8 of 133

Venues

  1. The Annals of Statistics

    7 publications · 603 citations

    7

    h-index

  2. IEEE Transactions on Information Theory

    7 publications · 3.8K citations

    7

    h-index

  3. arXiv (Cornell University)

    Repository · 6 publications · 131 citations

    6

    h-index

  4. The Astrophysical Journal

    ApJ · 3 publications · 75 citations

    3

    h-index

  5. Journal of Multivariate Analysis

    3 publications · 357 citations

    3

    h-index

1–5