Concepedia

Model-based Sampling

Model-Based Sampling is a sampling paradigm within Sampling Theory that, as a conceptual framework, treats the population values as random variables generated according to an underlying probabilistic model, distinguishing it from design-based approaches by relying on model assumptions rather than randomization in the selection mechanism to support inference.

64

Publications

3.9K

Citations

148

Authors

108

Institutions

Publications per year

2017–2026

13

Variants

Superpopulation Approach

Parents

Publications

64

Random sampling or geostatistical modelling? Choosing between design-based and model-based sampling strategies for soil (with discussion)

D.J. Brus, J.J. de Gruijter · Geoderma · 1997 · 404 citations

, , +16

A Multiobjective Evolutionary Algorithm Using Gaussian Process-Based Inverse Modeling

Ran Cheng, Yaochu Jin, Kaname Narukawa et al. · IEEE Transactions on Evolutionary Computation · 2015 · 375 citations

, , +16

Design-based and model-based inference in survey sampling: appreciating the difference

T. G. Gregoire · Canadian Journal of Forest Research · 1998 · 317 citations

, , +16

To Model or Not To Model? Competing Modes of Inference for Finite Population Sampling

Roderick J. A. Little · Journal of the American Statistical Association · 2004 · 245 citations

, , +17

Two new models for survey sampling with sensitive characteristic: design and analysis

Jun-Wu Yu, Guo-Liang Tian, Man‐Lai Tang · Metrika · 2007 · 238 citations

, , +9

1–5 of 64

Authors

148

  1. DB
    D.J. Brus

    Wageningen University & Research, Netherlands

    3 publications · 453 citations

    3

    h-index

  2. KJ
    Krista J. Gile

    University of Massachusetts Amherst, United States

    2 publications · 88 citations

    2

    h-index

  3. RJ
    Roderick J. A. Little

    University of Michigan, United States

    2 publications · 273 citations

    2

    h-index

  4. RL
    Roger L. Wright

    University of Michigan, United States

    2 publications · 91 citations

    2

    h-index

  5. JD
    J.J. de Gruijter

    Wageningen University & Research, Netherlands

    2 publications · 420 citations

    2

    h-index

1–5 of 148

Institutions

108

  1. Wageningen University & Research

    Wageningen, The Netherlands

    3 h-index

    4 publications

    95 citations

  2. University of California, Los Angeles

    Los Angeles, United States

    2 h-index

    2 publications

    88 citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    2 publications

    91 citations

  4. Australian National University

    Canberra, Australia

    2 h-index

    3 publications

    91 citations

  5. University of Massachusetts Amherst

    Amherst Center, United States

    2 h-index

    2 publications

    88 citations

  6. University of Alberta

    Edmonton, Canada

    1 h-index

    1 publications

    19 citations

  7. National Agricultural Statistics Service

    Washington, United States

    1 h-index

    1 publications

    16 citations

  8. ISRIC - World Soil Information

    Wageningen, Netherlands

    1 h-index

    2 publications

    808 citations

1–8 of 108

Venues

  1. 8

    h-index

  2. Biometrika

    3 publications · 131 citations

    3

    h-index

  3. Statistical Science

    3 publications · 159 citations

    3

    h-index

  4. Canadian Journal of Forest Research

    3 publications · 367 citations

    3

    h-index

  5. Technometrics

    2 publications · 142 citations

    2

    h-index

1–5