AdditiveNoiseParticleResampler Class Template Reference

Inheritance diagram for AdditiveNoiseParticleResampler:

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List of all members.


Detailed Description

template<class P = indii::ml::aux::GaussianPdf>
class indii::ml::filter::AdditiveNoiseParticleResampler< P >

Particle resampler with independent additive noise source.

Author:
Lawrence Murray <lawrence@indii.org>
Version:
Rev
Date:
Date
Parameters:
P Type of independent resampling noise source.
Produces a new approximation of a weighted sample set by adding noise from an independent source. This would usually be used after resampling with a weight-based resampler such as StratifiedParticleResampler, a la Condensation (Isard & Blake 1998).

Definition at line 26 of file AdditiveNoiseParticleResampler.hpp.


Public Member Functions

 AdditiveNoiseParticleResampler (const P &r)
 Constructor.
virtual ~AdditiveNoiseParticleResampler ()
 Destructor.
virtual
indii::ml::aux::DiracMixturePdf 
resample (indii::ml::aux::DiracMixturePdf &p)
 Resample particle set.

Constructor & Destructor Documentation

AdditiveNoiseParticleResampler ( const P &  r  )  [inline]

Constructor.

Parameters:
r Independent resampling noise source.

Definition at line 69 of file AdditiveNoiseParticleResampler.hpp.

~AdditiveNoiseParticleResampler (  )  [inline, virtual]

Destructor.

Definition at line 75 of file AdditiveNoiseParticleResampler.hpp.


Member Function Documentation

indii::ml::aux::DiracMixturePdf resample ( indii::ml::aux::DiracMixturePdf p  )  [inline, virtual]

Resample particle set.

Parameters:
p Particle set to resample.
The resampled particle set is constructed by taking each weighted sample $(\mathbf{s}^{(i)},\pi^{(i)})$ of p and adding a sample $\mathbf{r}^{(i)}$ from the independent reampling noise source, giving $(\mathbf{s}^{(i)}+\mathbf{r}^{(i)},\pi^{(i)})$.

Returns:
Resampled particle set.

Implements ParticleResampler.

Definition at line 81 of file AdditiveNoiseParticleResampler.hpp.


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