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Can local particle filters beat the curse of dimensionality?

https://doi.org/10.1214/14-aap1061
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Data assimilation: Mathematical and statistical perspectives
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Inference in Hidden Markov Models
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Relaxation Times of Markov Chains in Statistical Mechanics and Combinatorial Structures
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Statistical mechanics of probabilistic cellular automata
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Comparison Theorems for Gibbs Measures
inferredcites →https://doi.org/10.1016/s0246-0203(00)01064-5openalex-snapshot
On the stability of interacting processes with applications to filtering and genetic algorithms
inferredcites →https://doi.org/10.1017/cbo9781139061308openalex-snapshot
Filtering Complex Turbulent Systems
inferredcites →https://doi.org/10.1090/mmono/161openalex-snapshot
Discreteness and Continuity in Problems of Chaotic Dynamics
inferredcites →https://doi.org/10.1175/2008mwr2529.1openalex-snapshot
Obstacles to High-Dimensional Particle Filtering
inferredcites →https://doi.org/10.1175/2009mwr2835.1openalex-snapshot
Particle Filtering in Geophysical Systems
inferredcites →https://doi.org/10.1175/mwr-d-11-00257.1openalex-snapshot
Evaluating Data Assimilation Algorithms
inferredcites →https://doi.org/10.1198/tech.2006.s440openalex-snapshot
Inference in Hidden Markov Models
inferredcites →https://doi.org/10.1214/074921708000000228openalex-snapshot
Sharp failure rates for the bootstrap particle filter in high dimensions
inferredcites →https://doi.org/10.1214/13-aop879openalex-snapshot
Conditional ergodicity in infinite dimension
inferredcites →https://doi.org/10.1214/ejp.v20-3281openalex-snapshot
Phase transitions in nonlinear filtering
inferredcites →https://doi.org/10.1239/aap/1396360114openalex-snapshot
Error Bounds and Normalising Constants for Sequential Monte Carlo Samplers in High Dimensions
inferredcites →https://doi.org/10.1515/9783110250329openalex-snapshot
Gibbs Measures and Phase Transitions
inferredcites →https://doi.org/10.4171/owr/2012/58openalex-snapshot
Mathematical and Algorithmic Aspects of Atmosphere-Ocean Data Assimilation
inferredcites →https://doi.org/10.48550/arxiv.1112.1544openalex-snapshot
Error Bounds and Normalizing Constants for Sequential Monte Carlo in High Dimensions

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Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Development of efficient data assimilation methods for solute transport problems
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Informing policy via dynamic models: Cholera in Haiti
inferred← citeshttps://doi.org/10.1371/journal.pone.0248266openalex-snapshot
A hybrid particle-ensemble Kalman filter for problems with medium nonlinearity
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Data-driven Stein variational method for precise estimation of nonlinear dynamical system
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Unifying System Health Management and Automated Decision Making
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pyParticleEst: A Python Framework for Particle-Based Estimation Methods
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Physics-informed neural particle flow for the Bayesian update step
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State-Space Partitioning via Granger Causality for Local Particle Filters
inferred← citeshttps://doi.org/10.23919/icif.2018.8455666openalex-snapshot
Enhanced GMM-Based Filtering with Measurement Update Ordering and Innovation-Based Pruning
inferred← citeshttps://doi.org/10.24963/ijcai.2018/692openalex-snapshot
Efficient Localized Inference for Large Graphical Models
inferred← citeshttps://doi.org/10.3150/22-bej1468openalex-snapshot
Multilevel bootstrap particle filter
inferred← citeshttps://doi.org/10.3150/23-bej1702openalex-snapshot
Principal feature detection via ϕ-Sobolev inequalities
inferred← citeshttps://doi.org/10.3384/diss.diva-125992openalex-snapshot
Accelerating Monte Carlo methods for Bayesian inference in dynamical models
inferred← citeshttps://doi.org/10.3389/fbuil.2017.00014openalex-snapshot
On the Performance of Online Parameter Estimation Algorithms in Systems with Various Identifiability Properties
inferred← citeshttps://doi.org/10.3389/frobt.2022.950427openalex-snapshot
Improved weighting in particle filters applied to precise state estimation in GNSS
inferred← citeshttps://doi.org/10.3390/atmos9040126openalex-snapshot
A Robust Non-Gaussian Data Assimilation Method for Highly Non-Linear Models
inferred← citeshttps://doi.org/10.3390/e23010022openalex-snapshot
Bayesian Update with Importance Sampling: Required Sample Size
inferred← citeshttps://doi.org/10.3390/e27020168openalex-snapshot
Hidden Markov Neural Networks
inferred← citeshttps://doi.org/10.3390/rs18183221openalex-snapshot
Nonlinear Latent-Space Data Assimilation for Sea Surface Height Reconstruction from Sparse Observations
inferred← citeshttps://doi.org/10.3390/s18061829openalex-snapshot
Enabling Autonomous Navigation for Affordable Scooters
inferred← citeshttps://doi.org/10.3390/s21020438openalex-snapshot
Particle Filters: A Hands-On Tutorial
inferred← citeshttps://doi.org/10.3934/math.20261168openalex-snapshot
Explicit error bounds for multivariate nonlinear filtering in stochastic volatility models with spread variance estimation
inferred← citeshttps://doi.org/10.4018/978-1-7998-3238-6.ch001openalex-snapshot
Nonlinear Filtering in Artificial Neural Network Applications in Business and Engineering
inferred← citeshttps://doi.org/10.4018/978-1-7998-7852-0.ch010openalex-snapshot
Nonlinear Filtering Methods in Conditions of Uncertainty
inferred← citeshttps://doi.org/10.4018/ijssci.2020100103openalex-snapshot
Information Processing Systems in UAV Based on Bayesian Filtering in Conditions of Uncertainty
inferred← citeshttps://doi.org/10.48550/arxiv.1311.6300openalex-snapshot
A McKean optimal transportation perspective on Feynman-Kac formulae with application to data assimilation
inferred← citeshttps://doi.org/10.48550/arxiv.1406.0136openalex-snapshot
Adaptively Blocked Particle Filtering with Spatial Smoothing in Large-Scale Dynamic Random Fields
inferred← citeshttps://doi.org/10.48550/arxiv.1407.0220openalex-snapshot
Reducing the Bias in Blocked Particle Filtering for High-Dimensional Systems
inferred← citeshttps://doi.org/10.48550/arxiv.1502.01780openalex-snapshot
Sequential Channel State Tracking & SpatioTemporal Channel Prediction in Mobile Wireless Sensor Networks
inferred← citeshttps://doi.org/10.48550/arxiv.1502.02536openalex-snapshot
Nested Sequential Monte Carlo Methods
inferred← citeshttps://doi.org/10.48550/arxiv.1506.07825openalex-snapshot
Data Assimilation: A Mathematical Introduction
inferred← citeshttps://doi.org/10.48550/arxiv.1812.04700openalex-snapshot
Predictive Learning on Hidden Tree-Structured Ising Models
inferred← citeshttps://doi.org/10.48550/arxiv.1906.00507openalex-snapshot
A scalable optimal-transport based local particle filter
inferred← citeshttps://doi.org/10.48550/arxiv.1907.01551openalex-snapshot
Adaptive particle-based approximations of the Gibbs posterior for inverse problems
inferred← citeshttps://doi.org/10.48550/arxiv.2102.10712openalex-snapshot
Optimal Transportation Methods in Nonlinear Filtering: The feedback particle filter
inferred← citeshttps://doi.org/10.48550/arxiv.2106.10568openalex-snapshot
Stein particle filtering
inferred← citeshttps://doi.org/10.48550/arxiv.2109.11692openalex-snapshot
Dimension-Free Rates for Natural Policy Gradient in Multi-Agent Reinforcement Learning
inferred← citeshttps://doi.org/10.5194/gmd-12-629-2019openalex-snapshot
DATeS: a highly extensible data assimilation testing suite v1.0
inferred← citeshttps://doi.org/10.5194/npg-25-765-2018openalex-snapshot
Review article: Comparison of local particle filters and new implementations
inferred← citeshttps://doi.org/10.5705/ss.202022.0188openalex-snapshot
An Iterated Block Particle Filter for Inference on Coupled Dynamic Systems With Shared and Unit-Specific Parameters
inferred← citeshttps://doi.org/10.57709/9440195openalex-snapshot
Data Assimilation for Spatial Temporal Simulations Using Localized Particle Filtering
inferred← citeshttps://doi.org/10.5802/afst.1560openalex-snapshot
Particle Filters for nonlinear data assimilation in high-dimensional systems
inferred← citeshttps://doi.org/10.58225/mpmma.2026.914openalex-snapshot
PARTICLE FILTERING FOR HIGHDIMENSIONAL REACTION DIFFUSION PDE STATE ESTIMATION UNDER NON-GAUSSIAN NOISE
inferred← citeshttps://doi.org/10.70675/281918d4zff3cz4c2azbd2cz10e06d5d6887openalex-snapshot
Multi-target tracking and novel variational approaches for high-dimensional sequential data : an application to object counting in videos
inferred← citeshttps://doi.org/10.70675/3c9561c2z2fe3z4dbcz8ec5zd9da82d649d4openalex-snapshot
Improved block partitioning strategies for high dimensional particle filtering
inferred← citeshttps://doi.org/10.70675/76699d6fz7303z4821za7d4z6e328634124copenalex-snapshot
Dynamic management of tracking ressources for hyper-manoeuvring targets
inferred← citeshttps://doi.org/10.70675/90a219dfz3c10z4e71zaeb5z778b5c5846a7openalex-snapshot
Enhancement of the state space exploration in sequential Monte Carlo methods for visual tracking
inferred← citeshttps://doi.org/10.70675/e078bddez129fz43dcz9da4z908bd133b8bcopenalex-snapshot
Non-parametric methodologies for reconstruction and estimation in nonlinear state-space models
inferred← citeshttps://doi.org/10.70675/f200a9cfz2fdfz4877zabebzce9636482ea6openalex-snapshot
Bayesian state estimation in partially observable Markov processes
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