Model-based learning for point pattern data
This article proposes a framework for model-based point pattern learning using point process theory. Likelihood functions for point pattern data derived from point process theory enable principled yet conceptually transparent extensions of learning tasks, such as classification, novelty detection an...
| Main Authors: | Vo, Ba-Ngu, Dam, N., Phung, D., Tran, Q., Vo, B. |
|---|---|
| Format: | Journal Article |
| Published: |
Elsevier
2018
|
| Online Access: | http://purl.org/au-research/grants/arc/DP160104662 http://hdl.handle.net/20.500.11937/69503 |
Similar Items
Model-based classification and novelty detection for point pattern data
by: Vo, Ba Tuong, et al.
Published: (2017)
by: Vo, Ba Tuong, et al.
Published: (2017)
Clustering for point pattern data
by: Tran, N., et al.
Published: (2017)
by: Tran, N., et al.
Published: (2017)
Forward-Backward smoothing for hidden markov models of point pattern data
by: Dam, N., et al.
Published: (2018)
by: Dam, N., et al.
Published: (2018)
A random finite set model for data clustering
by: Phung, D., et al.
Published: (2014)
by: Phung, D., et al.
Published: (2014)
Data fusion in 3D vision using a RGB-D data via switching observation model and its application to people tracking
by: Kim, D., et al.
Published: (2013)
by: Kim, D., et al.
Published: (2013)
Labeled Random Finite Sets and the Bayes Multi-Target Tracking Filter
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
The Cauchy-Schwarz Divergence for Poisson Point Processes
by: Hung, G., et al.
Published: (2015)
by: Hung, G., et al.
Published: (2015)
The Cauchy-Schwarz divergence for poisson point processes
by: Hoang, Hung Gia, et al.
Published: (2014)
by: Hoang, Hung Gia, et al.
Published: (2014)
Filters for Spatial point Processes
by: Singh, S., et al.
Published: (2009)
by: Singh, S., et al.
Published: (2009)
A Multi-Scan Labeled Random Finite Set Model for Multi-Object State Estimation
by: Vo, Ba-Ngu, et al.
Published: (2019)
by: Vo, Ba-Ngu, et al.
Published: (2019)
Visual Tracking of Numerous Targets via Multi-Bernoulli Filtering of Image Data
by: Hoseinnezhad, R., et al.
Published: (2012)
by: Hoseinnezhad, R., et al.
Published: (2012)
A labeled random finite set spawning model
by: Bryant, D., et al.
Published: (2017)
by: Bryant, D., et al.
Published: (2017)
A Partially Uniform Target Birth Model for Gaussian Mixture PHD/CPHD Filtering
by: Beard, Michael, et al.
Published: (2013)
by: Beard, Michael, et al.
Published: (2013)
Multi-Scan Generalized Labeled Multi-Bernoulli Filter
by: Vo, Ba Tuong, et al.
Published: (2018)
by: Vo, Ba Tuong, et al.
Published: (2018)
A random finite set conjugate prior and application to multi-target tracking
by: Vo, Ba Tuong, et al.
Published: (2011)
by: Vo, Ba Tuong, et al.
Published: (2011)
An implementation of the multi-sensor generalized labeled multi-Bernoulli filter via Gibbs sampling
by: Vo, Ba-Ngu, et al.
Published: (2017)
by: Vo, Ba-Ngu, et al.
Published: (2017)
Labeled Random Finite Sets and Multi-Object Conjugate Priors
by: Vo, Ba Tuong, et al.
Published: (2013)
by: Vo, Ba Tuong, et al.
Published: (2013)
A stochastic geometric approach to sensor array processing
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
The para-normal Bayes multi-target filter and the spooky effect
by: Vo, Ba Tuong, et al.
Published: (2012)
by: Vo, Ba Tuong, et al.
Published: (2012)
Tracking, Identification and Classification of Random Finite Sets
by: Vo, Ba Tuong, et al.
Published: (2013)
by: Vo, Ba Tuong, et al.
Published: (2013)
Classification, Novelty Detection and Clustering for Point Pattern Data
by: Tran, Quang Nhat
Published: (2017)
by: Tran, Quang Nhat
Published: (2017)
Void Probabilities and Cauchy-Schwarz Divergence for Generalized Labeled Multi-Bernoulli Models
by: Beard, Michael, et al.
Published: (2017)
by: Beard, Michael, et al.
Published: (2017)
MCMC-based posterior independence approximation for RFS multitarget particle filters
by: García-Fernández, A., et al.
Published: (2014)
by: García-Fernández, A., et al.
Published: (2014)
A labeled random finite set online multi-object tracker for video data
by: Kim, Du Yong, et al.
Published: (2019)
by: Kim, Du Yong, et al.
Published: (2019)
Generalized labeled multi-Bernoulli space-object tracking with joint prediction and update
by: Jones, B., et al.
Published: (2016)
by: Jones, B., et al.
Published: (2016)
An RFS theoretic for Bayesian feature-based robotic mapping
by: Mullane, J., et al.
Published: (2011)
by: Mullane, J., et al.
Published: (2011)
Data Association and Track Management for the Gaussian Mixture Probability Hypothesis Density Filter
by: Panta, K., et al.
Published: (2009)
by: Panta, K., et al.
Published: (2009)
A Consistent Metric for Performance Evaluation of Multi-Object Filters
by: Schuhmacher, D., et al.
Published: (2008)
by: Schuhmacher, D., et al.
Published: (2008)
Multi-Bernoulli based track-before-detect with road constraints
by: Wong, J., et al.
Published: (2012)
by: Wong, J., et al.
Published: (2012)
A generalized labeled multi-bernoulli filter with object spawning
by: Bryant, D., et al.
Published: (2018)
by: Bryant, D., et al.
Published: (2018)
A Metric for Performance Evaluation of Multi-Target Tracking Algorithms
by: Ristic, B., et al.
Published: (2011)
by: Ristic, B., et al.
Published: (2011)
Bernoulli Forward-Backward Smoothing for Joint Target Detection and Tracking
by: Vo, Ba Tuong, et al.
Published: (2011)
by: Vo, Ba Tuong, et al.
Published: (2011)
Adaptive Target Birth Intensity for PHD and CPHD Filters
by: Ristic, B., et al.
Published: (2012)
by: Ristic, B., et al.
Published: (2012)
Bayesian Multi-Object Filtering With Amplitude Feature Likelihood for Unknown Object SNR
by: Clark, D., et al.
Published: (2010)
by: Clark, D., et al.
Published: (2010)
Challenges of multi-target tracking for space situational awareness
by: Jones, B., et al.
Published: (2015)
by: Jones, B., et al.
Published: (2015)
Reply to "Comments on 'Joint Detection and Estimation of Multiple Objects from Image Observations'"
by: Vo, Ba-Ngu, et al.
Published: (2012)
by: Vo, Ba-Ngu, et al.
Published: (2012)
Joint detection and estimation of multiple objects from image observation
by: Vo, Ba-Ngu, et al.
Published: (2010)
by: Vo, Ba-Ngu, et al.
Published: (2010)
Towards large scale multi-target tracking
by: Vo, Ba-Ngu, et al.
Published: (2014)
by: Vo, Ba-Ngu, et al.
Published: (2014)
Performance Evaluation for Large-Scale Multi-Target Tracking Algorithms
by: Beard, Michael, et al.
Published: (2018)
by: Beard, Michael, et al.
Published: (2018)
CPHD filtering with unknown clutter rate and detection profile
by: Mahler, R., et al.
Published: (2011)
by: Mahler, R., et al.
Published: (2011)
Similar Items
-
Model-based classification and novelty detection for point pattern data
by: Vo, Ba Tuong, et al.
Published: (2017) -
Clustering for point pattern data
by: Tran, N., et al.
Published: (2017) -
Forward-Backward smoothing for hidden markov models of point pattern data
by: Dam, N., et al.
Published: (2018) -
A random finite set model for data clustering
by: Phung, D., et al.
Published: (2014) -
Data fusion in 3D vision using a RGB-D data via switching observation model and its application to people tracking
by: Kim, D., et al.
Published: (2013)