Stochastic simulation
Bayesian forecasting and dynamic models (2nd ed.)
Bayesian forecasting and dynamic models (2nd ed.)
Digital Audio Restoration: A Statistical Model Based Approach
Digital Audio Restoration: A Statistical Model Based Approach
Journal of Parallel and Distributed Computing
Joint estimation and decoding of space-time Trellis codes
EURASIP Journal on Applied Signal Processing - Space-time coding and its applications - part I
Color-Based Probabilistic Tracking
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Exemplar-Based Face Recognition from Video
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Probabilistic Human Recognition from Video
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
On-Line State Estimation of Maneuvering Objects by Sequential Monte Carlo Algorithm
LSSC '01 Proceedings of the Third International Conference on Large-Scale Scientific Computing-Revised Papers
Appearance-Based 3-D Face Recognition from Video
Proceedings of the 24th DAGM Symposium on Pattern Recognition
Proceedings of the 24th DAGM Symposium on Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face reconstruction from monocular video using uncertainty analysis and a generic model
Computer Vision and Image Understanding - Special issue on Face recognition
Probabilistic recognition of human faces from video
Computer Vision and Image Understanding - Special issue on Face recognition
Experience based sampling technique for multimedia analysis
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Robust Visual Tracking by Integrating Multiple Cues Based on Co-Inference Learning
International Journal of Computer Vision - Special Issue on Computer Vision Research at the Beckman Institute of Advanced Science and Technology
Experiential Sampling for video surveillance
IWVS '03 First ACM SIGMM international workshop on Video surveillance
Robust joint channel and noise estimation in Bayesian blind equalizers
Signal Processing
Localization for mobile sensor networks
Proceedings of the 10th annual international conference on Mobile computing and networking
Signal Processing - Signal processing in communications
New sequential Monte Carlo methods for nonlinear dynamic systems
Statistics and Computing
International Journal of Robotics Research
Blind decoding of multiple description codes over OFDM systems via sequential Monte Carlo
EURASIP Journal on Wireless Communications and Networking - Special issue on advanced signal processing algorithms for wireless communications
Adaptive mobile positioning in WCDMA networks
EURASIP Journal on Wireless Communications and Networking
A datamining approach to cell population deconvolution from gene expressions using particle filters
Proceedings of the 5th international workshop on Bioinformatics
Particle filters for maneuvering target tracking problem
Signal Processing
Restoration of scanned photographic images
Signal Processing
Energy consumption prediction using sequential Monte Carlo methods
International Journal of Modelling and Simulation
Proceedings of the 4th international conference on Embedded networked sensor systems
Robotics and Autonomous Systems
Collaborative signal processing for target tracking in distributed wireless sensor networks
Journal of Parallel and Distributed Computing
Localization in wireless sensor networks
Proceedings of the 6th international conference on Information processing in sensor networks
Robust location tracking using a dual layer particle filter
Pervasive and Mobile Computing
Reinforcement Learning State Estimator
Neural Computation
Sequential Monte Carlo tracking by fusing multiple cues in video sequences
Image and Vision Computing
A particle filter for joint detection and tracking of color objects
Image and Vision Computing
Partial Linear Gaussian Models for Tracking in Image Sequences Using Sequential Monte Carlo Methods
International Journal of Computer Vision
Variational and stochastic inference for Bayesian source separation
Digital Signal Processing
Brief paper: Bayesian estimation via sequential Monte Carlo sampling-Constrained dynamic systems
Automatica (Journal of IFAC)
Analysis of parallelizable resampling algorithms for particle filtering
Signal Processing
Joint estimation and decoding of space-time trellis codes
EURASIP Journal on Applied Signal Processing
Sequential parameter estimation of time-varying non-Gaussian autoregressive processes
EURASIP Journal on Applied Signal Processing
On population-based simulation for static inference
Statistics and Computing
Simplifying physical realization of Gaussian particle filters with block-level pipeline control
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Applied Signal Processing
Global sampling for sequential filtering over discrete state space
EURASIP Journal on Applied Signal Processing
Multilevel mixture Kalman filter
EURASIP Journal on Applied Signal Processing
A new class of particle filters for random dynamic systems with unknown statistics
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Applied Signal Processing
Particle filtering equalization method for a satellite communication channel
EURASIP Journal on Applied Signal Processing
Channel tracking using particle filtering in unresolvable multipath environments
EURASIP Journal on Applied Signal Processing
EURASIP Journal on Applied Signal Processing
Particle filtering applied to musical tempo tracking
EURASIP Journal on Applied Signal Processing
Bayesian methods for multimedia signal processing
Proceedings of the 15th international conference on Multimedia
Particle filtering to combat inter-carrier interference in mobile communications
Wireless Personal Communications: An International Journal
Adaptive Particle Filter for Data Fusion of Multiple Cameras
Journal of VLSI Signal Processing Systems
Bayesian inference for nonlinear multivariate diffusion models observed with error
Computational Statistics & Data Analysis
A Novel Measure of Uncertainty for Mobile Robot SLAM with Rao-Blackwellized Particle Filters
International Journal of Robotics Research
Brief Paper: Box particle filtering for nonlinear state estimation using interval analysis
Automatica (Journal of IFAC)
Distributed Bayesian fault diagnosis of jump Markov systems in wireless sensor networks
International Journal of Sensor Networks
Computational methods for complex stochastic systems: a review of some alternatives to MCMC
Statistics and Computing
International Journal of Approximate Reasoning
Modeling of non-stationary autoregressive alpha-stable processes by particle filters
Digital Signal Processing
Distributed Kalman filtering for cascaded systems
Engineering Applications of Artificial Intelligence
Recognition of action meeting videos using timed automata
Machine Graphics & Vision International Journal
EURASIP Journal on Advances in Signal Processing
Robust head tracking using 3D ellipsoidal head model in particle filter
Pattern Recognition
An Efficient Algorithm for Modelling Duration in Hidden Markov Models, with a Dramatic Application
Journal of Mathematical Imaging and Vision
Field of Particle Filters for Image Inpainting
Journal of Mathematical Imaging and Vision
Optimal smoothing of non-linear dynamic systems via Monte Carlo Markov chains
Automatica (Journal of IFAC)
A probabilistic framework for fusing frame-based searches within a video copy detection system
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Simultaneous eye tracking and blink detection with interactive particle filters
EURASIP Journal on Advances in Signal Processing
International Journal of Autonomous and Adaptive Communications Systems
Contour graph based human tracking and action sequence recognition
Pattern Recognition
Modeling dynamic scenarios for local sensor-based motion planning
Autonomous Robots
Neural Decoding of Movements: From Linear to Nonlinear Trajectory Models
Neural Information Processing
Improving Robot Self-localization Using Landmarks' Poses Tracking and Odometry Error Estimation
RoboCup 2007: Robot Soccer World Cup XI
Accurate Human Motion Capture Using an Ergonomics-Based Anthropometric Human Model
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Efficient Tracking with AdaBoost and Particle Filter under Complicated Background
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Particle Filter with Swarm Move for Optimization
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A constrained sequential EM algorithm for speech enhancement
Neural Networks
Robust object tracking with background-weighted local kernels
Computer Vision and Image Understanding
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
3D Tracking Using Multi-view Based Particle Filters
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Particle-method-based formulation of risk-sensitive filter
Signal Processing
Editorial: Special issue on adaptive Monte Carlo methods
Statistics and Computing
Adaptive methods for sequential importance sampling with application to state space models
Statistics and Computing
A Multi-modal Particle Filter Based Motorcycle Tracking System
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Gaussian proposal density using moment matching in SMC methods
Statistics and Computing
Vision-based production of personalized video
Image Communication
Towards applications of particle filters in wildfire spread simulation
Proceedings of the 40th Conference on Winter Simulation
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Learning Generative Models for Multi-Activity Body Pose Estimation
International Journal of Computer Vision
Person recognition using facial video information: A state of the art
Journal of Visual Languages and Computing
Automatic Fitting of a Deformable Face Mask Using a Single Image
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
Variance reduction techniques in particle-based visual contour tracking
Pattern Recognition
A Sensor Network System for Measuring Traffic in Short-Term Construction Work Zones
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Particle Filter SLAM with High Dimensional Vehicle Model
Journal of Intelligent and Robotic Systems
Epileptic seizure prediction by a system of particle filter associated with a neural network
EURASIP Journal on Advances in Signal Processing - Special issue on statistical signal processing in neuroscience
Poster abstract: Measuring traffic in short-term construction work zones
IPSN '09 Proceedings of the 2009 International Conference on Information Processing in Sensor Networks
Target tracking with binary proximity sensors
ACM Transactions on Sensor Networks (TOSN)
Detection of Arterial Calcification in Mammograms by Random Walks
IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging
Mining User Position Log for Construction of Personalized Activity Map
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Monte Carlo methods for tempo tracking and rhythm quantization
Journal of Artificial Intelligence Research
Cutset sampling for Bayesian networks
Journal of Artificial Intelligence Research
Policy recognition in the abstract hidden Markov model
Journal of Artificial Intelligence Research
State estimation using particle filters in wildfire spread simulation
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Robust video stabilization based on particle filter tracking of projected camera motion
IEEE Transactions on Circuits and Systems for Video Technology
Using a-priori information to improve the accuracy of indoor dynamic localization
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
Continuous time particle filtering
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Discovering time differential law equations containing hidden state variables and chaotic dynamics
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A new evolutionary particle filter for the prevention of sample impoverishment
IEEE Transactions on Evolutionary Computation
Stochastic modeling and particle filtering algorithms for tracking a frequency-hopped signal
IEEE Transactions on Signal Processing
Anchor-based localization via interval analysis for mobile ad-hoc sensor networks
IEEE Transactions on Signal Processing
Variance reduction for particle filters of systems with time scale separation
IEEE Transactions on Signal Processing
Tomographic imaging of dynamic objects with the ensemble Kalman filter
IEEE Transactions on Image Processing
Machine condition prognosis based on sequential Monte Carlo method
Expert Systems with Applications: An International Journal
A Bayesian approach to joint tracking and identification of geometric shapes in video sequences
Image and Vision Computing
Particle Swarm Optimization Based Object Tracking
Fundamenta Informaticae - Swarm Intelligence
An energy-efficient target tracking framework in wireless sensor networks
EURASIP Journal on Advances in Signal Processing
Tracking with Multiple Prediction Models
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Visibility-Based Observation Model for 3D Tracking with Non-parametric 3D Particle Filters
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Robust Object Tracking Using Particle Filters and Multi-region Mean Shift
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Monte Carlo solutions for blind phase noise estimation
EURASIP Journal on Wireless Communications and Networking - Special issue on synchronization in wireless communications
Modeling non-Gaussian time-varying vector autoregressive processes by particle filtering
Multidimensional Systems and Signal Processing
International Journal of Computer Vision
A Study on Smoothing for Particle-Filtered 3D Human Body Tracking
International Journal of Computer Vision
Physics-Based Person Tracking Using the Anthropomorphic Walker
International Journal of Computer Vision
CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference
Particle filter based neural network modeling of nonlinear systems for state space estimation
CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference
The bin-occupancy filter and its connection to the PHD filters
IEEE Transactions on Signal Processing
IEEE Transactions on Signal Processing
SPPRA '08 Proceedings of the Fifth IASTED International Conference on Signal Processing, Pattern Recognition and Applications
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
A particle filter for frequency synchronization in MIMO-OFDM systems
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Nonlinear Bayesian filtering using the unscented linear fractional transformation model
IEEE Transactions on Signal Processing
Sequential Monte Carlo localization in mobile sensor networks
Wireless Networks
Object tracking with particle filter using color information
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Head pose tracking and focus of attention recognition algorithms in meeting rooms
CLEAR'06 Proceedings of the 1st international evaluation conference on Classification of events, activities and relationships
Object tracking with self-updating tracking window
PAISI'07 Proceedings of the 2007 Pacific Asia conference on Intelligence and security informatics
UAHCI'07 Proceedings of the 4th international conference on Universal access in human computer interaction: coping with diversity
Bayesian tracking of elongated structures in 3D images
IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging
Rao-blackwellized marginal particle filtering for multiple object tracking in molecular bioimaging
IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging
Musical-based interaction system for the Waseda Flutist Robot
Autonomous Robots
Optical flow-driven motion model with automatic variance adjustment for adaptive tracking
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Bayesian tracking of tubular structures and its application to carotid arteries in CTA
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention
Inferring position knowledge from location predicates
LoCA'07 Proceedings of the 3rd international conference on Location-and context-awareness
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Probabilistic fiber tracking using particle filtering and von Mises-Fisher sampling
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Dynamic simulation based localization for mobile sensor networks
MSN'07 Proceedings of the 3rd international conference on Mobile ad-hoc and sensor networks
Robust feature descriptors for efficient vision-based tracking
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Gradient-enhanced particle filter for vision-based motion capture
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Multi-activity tracking in LLE body pose space
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Information theoretic adaptive tracking of epidemics in complex networks
Allerton'09 Proceedings of the 47th annual Allerton conference on Communication, control, and computing
Nonlinear identification based on diagonal recurrent neural network and particle filter
ICNC'09 Proceedings of the 5th international conference on Natural computation
A learning method of support vector machine based on particle filters
ICNC'09 Proceedings of the 5th international conference on Natural computation
Restarting particle filters: an approach to improve the performance of dynamic indoor localization
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Efficient parallelisation of Metropolis-Hastings algorithms using a prefetching approach
Computational Statistics & Data Analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Measurement-based reclustering for multiple object tracking with particle filters
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
OFDM MIMO radar with mutual-information waveform design for low-grazing angle tracking
IEEE Transactions on Signal Processing
Maximum Likelihood Estimation of the Cox---Ingersoll---Ross Model Using Particle Filters
Computational Economics
Robust mobile robot localization in highly non-static environments
Autonomous Robots
Multimedia Tools and Applications
Study of Algorithmic and Architectural Characteristics of Gaussian Particle Filters
Journal of Signal Processing Systems
Cross measurement process with a ZigBee sensor network
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Approximate forward-backward algorithm for a switching linear Gaussian model
Computational Statistics & Data Analysis
Nonlinear tracking in a diffusion process with a Bayesian filter and the finite element method
Computational Statistics & Data Analysis
Fuzzy uncertainty modeling for grid based localization of mobile robots
International Journal of Approximate Reasoning
Joint feature correspondences and appearance similarity for robust visual object tracking
IEEE Transactions on Information Forensics and Security
Acoustic source localization and tracking using track before detect
IEEE Transactions on Audio, Speech, and Language Processing
IEEE Transactions on Audio, Speech, and Language Processing - Special issue on processing reverberant speech: methodologies and applications
Efficient particle filtering via sparse kernel density estimation
IEEE Transactions on Image Processing
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Communications
Adaptive parallel/serial sampling mechanisms for particle filtering in dynamic Bayesian networks
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Optimal Filtering for Non-parametric Observation Models: Applications to Localization and SLAM
International Journal of Robotics Research
System identification of nonlinear state-space models
Automatica (Journal of IFAC)
Robust tracking in aerial imagery based on an ego-motion Bayesian model
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Modeling the stochastic drift of a MEMS-based gyroscope in gyro/odometer/GPS integrated navigation
IEEE Transactions on Intelligent Transportation Systems
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Switching observation models for contour tracking in clutter
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Variational inference for visual tracking
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Tracking appearances with occlusions
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Gradual sampling and mutual information maximisation for markerless motion capture
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Robust auxiliary particle filter with an adaptive appearance model for visual tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Online probabilistic topological mapping
International Journal of Robotics Research
Updating response sensitivity models of nonlinear vibrating structures using particle filters
Computers and Structures
Localization with non-unique landmark observations
RoboCup 2010
Real-time tracking with classifiers
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Winter Simulation Conference
Journal of Signal Processing Systems
Comparison of stochastic filtering methods for 3D tracking
Pattern Recognition
Stochastic boosting algorithms
Statistics and Computing
Data-driven importance distributions for articulated tracking
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Swarm intelligence based searching schemes for articulated 3D body motion tracking
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Multitarget bearings-only tracking using fuzzy clustering technique and Gaussian particle filter
The Journal of Supercomputing
A dynamic logistic multiple classifier system for online classification
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
Probabilistic tractography using Q-ball modeling and particle filtering
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part II
Algorithm and Parallel Implementation of Particle Filtering and its Use in Waveform-Agile Sensing
Journal of Signal Processing Systems
A grid-based Bayesian approach to robust visual tracking
Digital Signal Processing
Monitoring a complex physical system using a hybrid dynamic bayes net
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Rao-blackwellised particle filtering for dynamic Bayesian networks
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Inference in hybrid networks: theoretical limits and practical algorithms
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Value-directed sampling methods for monitoring POMDPs
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
A random map implementation of implicit filters
Journal of Computational Physics
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Object tracking using discriminative feature selection
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Particle filters, a quasi-monte carlo solution for segmentation of coronaries
MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Curve tracking by hypothesis propagation and voting-based verification
IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis
Segmenting and tracking the left ventricle by learning the dynamics in cardiac images
IPMI'05 Proceedings of the 19th international conference on Information Processing in Medical Imaging
Bayesian filter based behavior recognition in workflows allowing for user feedback
Computer Vision and Image Understanding
Distributed Markov Chain Monte Carlo kernel based particle filtering for object tracking
Multimedia Tools and Applications
Sparse-grid quadrature nonlinear filtering
Automatica (Journal of IFAC)
A robust location tracking using ubiquitous RFID wireless network
UIC'06 Proceedings of the Third international conference on Ubiquitous Intelligence and Computing
Particle filter based tracking of moving object from image sequence
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Probabilistic model-based background subtraction
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
A new learning algorithm for diagonal recurrent neural network
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Probabilistic model-based background subtraction
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Tracking soccer ball in TV broadcast video
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Blind estimation of fast time-varying multi-antenna channels based on sequential monte carlo method
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
A hierarchical dynamic bayesian network approach to visual tracking
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Enhanced importance sampling: unscented auxiliary particle filtering for visual tracking
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
SCALETRACK: a system to discover dynamic law equations containing hidden states and chaos
DS'05 Proceedings of the 8th international conference on Discovery Science
Multiple people tracking and pose estimation with occlusion estimation
Computer Vision and Image Understanding
Iterative decoding in Factor Graph representation using Particle Filtering
Digital Signal Processing
Registration of 3d angiographic and x-ray images using sequential monte carlo sampling
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
Guided importance sampling based particle filtering for visual tracking
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Occlusion detection and tracking method based on bayesian decision theory
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Range-Based localization in mobile sensor networks
EWSN'06 Proceedings of the Third European conference on Wireless Sensor Networks
International Journal of Robotics Research
An integrated architecture for fault diagnosis and failure prognosis of complex engineering systems
Expert Systems with Applications: An International Journal
Brief paper: Structure detection and parameter estimation for NARX models in a unified EM framework
Automatica (Journal of IFAC)
Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
International Journal of Computer Vision
Theory of evidence for face detection and tracking
International Journal of Approximate Reasoning
Fatigue crack growth estimation by relevance vector machine
Expert Systems with Applications: An International Journal
On accurate localization and uncertain sensors
International Journal of Intelligent Systems
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Sequential Monte Carlo methods for parameter estimation in nonlinear state-space models
Computers & Geosciences
Motor simulation via coupled internal models using sequential Monte Carlo
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Robust tracking algorithm for wireless sensor networks based on improved particle filter
Wireless Communications & Mobile Computing
An Efficient Particle Filter---based Tracking Method Using Graphics Processing Unit (GPU)
Journal of Signal Processing Systems
Full body motion tracking in monocular images using particle swarm optimization
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Robust decentralized multi-model adaptive template tracking
Pattern Recognition
A Gaussian approximation recursive filter for nonlinear systems with correlated noises
Automatica (Journal of IFAC)
Kalman particle PHD filter for multi-target visual tracking
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Particle Swarm Optimization Based Object Tracking
Fundamenta Informaticae - Swarm Intelligence
Vehicle localization in VANETs using data fusion and V2V communication
Proceedings of the second ACM international symposium on Design and analysis of intelligent vehicular networks and applications
Multiple faces tracking using motion prediction and IPCA in particle filters
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Robust face tracking using motion prediction in adaptive particle filters
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Mixture ensemble Kalman filters
Computational Statistics & Data Analysis
BTK: An open-source toolkit for fetal brain MR image processing
Computer Methods and Programs in Biomedicine
Visual tracking via adaptive tracker selection with multiple features
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
A method for online analysis of structured processes using bayesian filters and echo state networks
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Temporal sampling issues in discrete nonlinear filtering
Automatica (Journal of IFAC)
Saturated Particle Filter: Almost sure convergence and improved resampling
Automatica (Journal of IFAC)
Automated Bayesian quality control of streaming rain gauge data
Environmental Modelling & Software
Sequential Monte Carlo simulated annealing
Journal of Global Optimization
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on agent communication, trust in multiagent systems, intelligent tutoring and coaching systems
Object tracking within the framework of concept drift
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Observation-Driven adaptive differential evolution for robust bronchoscope 3-d motion tracking
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Geometric particle swarm optimization for robust visual ego-motion estimation via particle filtering
Image and Vision Computing
A probabilistic graphical model approach to stochastic multiscale partial differential equations
Journal of Computational Physics
Particle filter with multimode sampling strategy
Signal Processing
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Adaptive multi-modal particle filtering for probabilistic white matter tractography
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Improving particle filter with better proposal distribution for nonlinear filtering problems
WASA'13 Proceedings of the 8th international conference on Wireless Algorithms, Systems, and Applications
Robust multi-hypothesis 3D object pose tracking
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
A predictive duty cycle adaptation framework using augmented sensing for wireless camera networks
ACM Transactions on Sensor Networks (TOSN)
Video target tracking based on a new adaptive particle swarm optimization particle filter
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Scale modification through particle distribution in colour based tracking
Proceedings of the 10th European Conference on Visual Media Production
Sequential Monte Carlo EM for multivariate probit models
Computational Statistics & Data Analysis
Expert Systems with Applications: An International Journal
Optimal SIR algorithm vs. fully adapted auxiliary particle filter: a non asymptotic analysis
Statistics and Computing
Event-driven video adaptation: A powerful tool for industrial video supervision
Multimedia Tools and Applications
Hi-index | 0.07 |
In this article, we present an overview of methods for sequential simulation from posterior distributions. These methods are of particular interest in Bayesian filtering for discrete time dynamic models that are typically nonlinear and non-Gaussian. A general importance sampling framework is developed that unifies many of the methods which have been proposed over the last few decades in several different scientific disciplines. Novel extensions to the existing methods are also proposed. We show in particular how to incorporate local linearisation methods similar to those which have previously been employed in the deterministic filtering literature; these lead to very effective importance distributions. Furthermore we describe a method which uses Rao-Blackwellisation in order to take advantage of the analytic structure present in some important classes of state-space models. In a final section we develop algorithms for prediction, smoothing and evaluation of the likelihood in dynamic models.