Concepedia

Particle Filter Estimation

Particle Filter Estimation is a sequential Bayesian filtering method that uses a set of random samples, or particles, to approximate the posterior distribution of a system's state, distinguishing itself from other estimation techniques by its ability to handle non-linear and non-Gaussian state-space models through recursive Monte Carlo sampling.

479

Publications

19.4K

Citations

1.4K

Authors

573

Institutions

Publications per year

2017–2026

129

Variants

Sequential Monte Carlo EstimationSmc Estimation

Parents

Publications

479

Estimating Macroeconomic Models: A Likelihood Approach

Jesús Fernández‐Villaverde, Juan Francisco Rubio-Ramı́rez · The Review of Economic Studies · 2007 · 535 citations

, , +17

Comparing Ubisense, BeSpoon, and DecaWave UWB Location Systems: Indoor Performance Analysis

Antonio R. Jiménez, Fernando Seco Granja · IEEE Transactions on Instrumentation and Measurement · 2017 · 421 citations

, , +16

Joint Detection and Estimation of Multiple Objects From Image Observations

Ba‐Ngu Vo, Ba-Tuong Vo, Nam-Trung Pham et al. · IEEE Transactions on Signal Processing · 2010 · 374 citations

, , +15

Tracking multiple objects with particle filtering

Carine Hue, J.-P. Le Cadre, Patrick Pérez · IEEE Transactions on Aerospace and Electronic Systems · 2002 · 362 citations · Full text

, , +13

SMC2: An Efficient Algorithm for Sequential Analysis of State Space Models

Pierre Jacob, Omiros Papaspiliopoulos · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2012 · 343 citations · Full text

, , +13

1–5 of 479

Authors

1.4K

  1. AD
    Arnaud Doucet

    University of Cambridge, United Kingdom

    6 publications · 458 citations

    6

    h-index

  2. LM
    Lyudmila Mihaylova

    University of Sheffield, United Kingdom

    6 publications · 437 citations

    6

    h-index

  3. BR
    Branko Ristić

    Defence Science and Technology Group, Australia

    5 publications · 255 citations

    5

    h-index

  4. PM
    Petar M. Djurić

    Stony Brook University, United States

    5 publications · 170 citations

    5

    h-index

  5. TB
    Thomas B. Schön

    Linköping University, Sweden

    4 publications · 221 citations

    4

    h-index

1–5 of 1.4K

Institutions

573

  1. Centre National de la Recherche Scientifique

    Paris, France

    11 h-index

    23 publications

    1.3K citations

  2. Linköping University

    Linköping, Sweden

    8 h-index

    20 publications

    941 citations

  3. University of Waterloo

    Waterloo, Canada

    8 h-index

    17 publications

    672 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    7 h-index

    11 publications

    780 citations

  5. Harbin Institute of Technology

    Harbin, China

    7 h-index

    26 publications

    882 citations

  6. The University of Melbourne

    Melbourne, Australia

    7 h-index

    7 publications

    352 citations

  7. The University of Tokyo

    Tokyo, Japan

    6 h-index

    21 publications

    781 citations

  8. University of British Columbia

    Vancouver, Canada

    6 h-index

    7 publications

    226 citations

1–8 of 573

Venues

  1. SSRN Electronic Journal

    Repository · 10 publications · 207 citations

    10

    h-index

  2. Sensors

    10 publications · 453 citations

    10

    h-index

  3. IEEE Transactions on Signal Processing

    9 publications · 809 citations

    9

    h-index

  4. Journal of Process Control

    7 publications · 497 citations

    7

    h-index

  5. 7

    h-index

1–5