Concepedia

Data Sampling

Data Sampling is a data reduction technique that involves selecting a subset of observations from a larger dataset according to a specific strategy to preserve representative characteristics while improving computational efficiency.

529

Publications

38.3K

Citations

1.7K

Authors

657

Institutions

Publications per year

2017–2026

221

Parents

Publications

529

Wireless sensor networks for habitat monitoring

Alan Mainwaring, David Culler, Joseph Polastre et al. · 2002 · 4.2K citations

, , +17

Parameter estimation in astronomy through application of the likelihood ratio

W. Cash · The Astrophysical Journal · 1979 · 3.1K citations

, , +13

RUSBoost: A Hybrid Approach to Alleviating Class Imbalance

Chris Seiffert, Taghi M. Khoshgoftaar, Jason Van Hulse et al. · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · 2009 · 1.9K citations

, , +15

Random sampling with a reservoir

Jeffrey Scott Vitter · ACM Transactions on Mathematical Software · 1985 · 1.8K citations · Full text

, , +17

Selective Sampling Using the Query by Committee Algorithm

Yoav Freund, H. Sebastian Seung, Eli Shamir et al. · Machine Learning · 1997 · 1.1K citations · Full text

, , +10

1–5 of 529

Authors

1.7K

  1. TM
    Taghi M. Khoshgoftaar

    Florida Atlantic University, United States

    27 publications · 3.9K citations

    20

    h-index

  2. AN
    Amri Napolitano

    Florida Atlantic University, United States

    13 publications · 2.3K citations

    11

    h-index

  3. DJ
    David J. Dittman

    Florida Atlantic University, United States

    6 publications · 268 citations

    6

    h-index

  4. JV
    Jason Van Hulse

    Florida Atlantic University, United States

    5 publications · 2.1K citations

    5

    h-index

  5. CS
    Chris Seiffert

    Florida Atlantic University, United States

    5 publications · 2.2K citations

    5

    h-index

1–5 of 1.7K

Institutions

657

  1. Florida Atlantic University

    Boca Raton, United States

    21 h-index

    80 publications

    13.4K citations

  2. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    24 publications

    1.4K citations

  3. Tsinghua University

    Beijing, China

    9 h-index

    26 publications

    482 citations

  4. Harbin Institute of Technology

    Harbin, China

    8 h-index

    20 publications

    673 citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    7 h-index

    17 publications

    666 citations

  6. University of Michigan

    Ann Arbor, United States

    6 h-index

    12 publications

    451 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    14 publications

    704 citations

  8. The Ohio State University

    Columbus, United States

    6 h-index

    10 publications

    329 citations

1–8 of 657

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 220 citations

    11

    h-index

  2. Sensors

    6 publications · 181 citations

    6

    h-index

  3. The Astrophysical Journal

    ApJ · 6 publications · 4.4K citations

    6

    h-index

  4. IEEE Access

    6 publications · 381 citations

    6

    h-index

  5. SSRN Electronic Journal

    Repository · 6 publications · 279 citations

    6

    h-index

1–5