Concepedia

Sample-based Inference

Sample-Based Inference is a methodological approach within inductive reasoning that involves drawing general conclusions or constructing predictive models about a population based on the analysis of a subset of observed instances, distinguished by its reliance on empirical data samples to approximate broader patterns or principles.

120

Publications

47K

Citations

234

Authors

136

Institutions

Publications per year

2017–2026

25

Parents

Publications

120

DADA2: High-resolution sample inference from Illumina amplicon data

Benjamin J. Callahan, Paul J. McMurdie, Michael Rosen et al. · Nature Methods · 2016 · 36.3K citations

, , +9

Bayesian Computation Via the Gibbs Sampler and Related Markov Chain Monte Carlo Methods

A. F. M. Smith, Gareth O. Roberts · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1993 · 1.7K citations

, , +15

Adapting the Sample Size in Particle Filters Through KLD-Sampling

Dieter Fox · The International Journal of Robotics Research · 2003 · 718 citations

, , +15

A real-time algorithm for mobile robot mapping with applications to multi-robot and 3D mapping

Sebastian Thrun, Wolfram Burgard, D. Fox · 2002 · 692 citations

, , +17

Tracking multiple moving targets with a mobile robot using particle filters and statistical data association

Dirk Schulz, Wolfram Burgard, D. Fox et al. · 2002 · 373 citations

, , +16

1–5 of 120

Authors

234

  1. GJ
    Gaofeng Jia

    Colorado State University, United States

    4 publications · 86 citations

    4

    h-index

  2. PD
    Peter Dayan

    University College London, United Kingdom

    3 publications · 218 citations

    3

    h-index

  3. AR
    Ananth Ranganathan

    Georgia Institute of Technology, United States

    3 publications · 138 citations

    3

    h-index

  4. ST
    Sebastian Thrun

    Carnegie Mellon University, United States

    3 publications · 983 citations

    3

    h-index

  5. DS
    David Silver

    Google DeepMind (United Kingdom), United Kingdom

    3 publications · 218 citations

    3

    h-index

1–5 of 234

Institutions

136

  1. Carnegie Mellon University

    Pittsburgh, United States

    6 h-index

    9 publications

    1.9K citations

  2. University of California, Berkeley

    Berkeley, United States

    5 h-index

    11 publications

    866 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    4 h-index

    7 publications

    545 citations

  4. Colorado State University

    Fort Collins, United States

    3 h-index

    6 publications

    96 citations

  5. Georgia Institute of Technology

    Atlanta, United States

    3 h-index

    6 publications

    276 citations

  6. University of Geneva

    Geneva, Switzerland

    3 h-index

    4 publications

    61 citations

  7. Stanford University

    Stanford, United States

    3 h-index

    7 publications

    109.6K citations

  8. University College London

    London, United Kingdom

    2 h-index

    6 publications

    531 citations

1–8 of 136

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 207 citations

    6

    h-index

  2. eScholarship (California Digital Library)

    Repository · 4 publications · 269 citations

    4

    h-index

  3. Biometrika

    3 publications · 283 citations

    3

    h-index

  4. 3

    h-index

  5. Educational Studies in Mathematics

    2 publications · 110 citations

    2

    h-index

1–5