LTI-Lib latest version v1.9 - last update 10 Apr 2010

lti::fastICA< T >::parameters Class Reference

The parameters for the class fastICA. More...

#include <ltiFastICA.h>

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List of all members.

Public Types

enum  eOrthogonalizationMethod { Deflationary, Symmetric }
enum  eNegentropyApproximation { Exp, Tanh, Kurt }

Public Member Functions

 parameters ()
 parameters (const parameters &other)
 ~parameters ()
const char * getTypeName () const
parameterscopy (const parameters &other)
parametersoperator= (const parameters &other)
virtual functor::parametersclone () const
virtual bool write (ioHandler &handler, const bool complete=true) const
virtual bool read (ioHandler &handler, const bool complete=true)

Public Attributes

int maxSteps
epsilon
eOrthogonalizationMethod orthogonalizationMethod
eNegentropyApproximation negentropyApproximation
expAlpha
tanhAlpha

Detailed Description

template<class T>
class lti::fastICA< T >::parameters

The parameters for the class fastICA.


Member Enumeration Documentation

Enumeration of negentropyApproximation methods.

In fact the first and second derivation of the stated functions are used in the algorithm.

Enumerator:
Exp 

using $G(x)=-\frac{1}{\alpha_{exp}}*exp(-\frac{\alpha_{exp}}{2}*u^2) $ as negentropy approximation function

Tanh 

using $G(u)=\frac{1}{\alpha_{tanh}}*log (cosh(\alpha_{tanh}*u))$ as negentropy approximation function

Kurt 

using $G(u)=u^4 $ as negentropy Approximation function

Enumeration of orthogonalization methods.

Enumerator:
Deflationary 

The ICs are computed one after another and orthogonalization is done dependent on the already computed ICs (first component has a free choice of direction).

Symmetric 

The ICs are computed in parallel and orthogonalization is done after each iteration step considering all ICs.


Constructor & Destructor Documentation

template<class T>
lti::fastICA< T >::parameters::parameters ( void   )  [inline]
template<class T>
lti::fastICA< T >::parameters::parameters ( const parameters other  )  [inline]

Copy constructor.

Parameters:
other the parameters object to be copied

Reimplemented from lti::linearAlgebraFunctor::parameters.

References lti::fastICA< T >::parameters::copy().

template<class T>
lti::fastICA< T >::parameters::~parameters (  )  [inline, virtual]

Destructor.

Reimplemented from lti::linearAlgebraFunctor::parameters.


Member Function Documentation

template<class T>
virtual functor::parameters* lti::fastICA< T >::parameters::clone (  )  const [inline, virtual]

Returns a pointer to a clone of the parameters.

Reimplemented from lti::linearAlgebraFunctor::parameters.

References lti::fastICA< T >::parameters::parameters().

template<class T>
parameters& lti::fastICA< T >::parameters::copy ( const parameters other  )  [inline]
template<class T>
const char* lti::fastICA< T >::parameters::getTypeName ( void   )  const [inline, virtual]

Returns name of this type.

Reimplemented from lti::linearAlgebraFunctor::parameters.

template<class T>
parameters& lti::fastICA< T >::parameters::operator= ( const parameters other  )  [inline]

Copy the contents of a parameters object.

Parameters:
other the parameters object to be copied
Returns:
a reference to this parameters object

References lti::fastICA< T >::parameters::copy().

template<class T>
virtual bool lti::fastICA< T >::parameters::read ( ioHandler handler,
const bool  complete = true 
) [inline, virtual]
template<class T>
virtual bool lti::fastICA< T >::parameters::write ( ioHandler handler,
const bool  complete = true 
) const [inline, virtual]

Member Data Documentation

template<class T>
T lti::fastICA< T >::parameters::epsilon
template<class T>
T lti::fastICA< T >::parameters::expAlpha
template<class T>
int lti::fastICA< T >::parameters::maxSteps
template<class T>
T lti::fastICA< T >::parameters::tanhAlpha

The documentation for this class was generated from the following file:

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