the coefficient matrix of a functional data object obtained from the fda package.

a functional basis object associated to the coefficient matrix <code>a</code>.

the Gramian matrix of inner products between pairs of basis elements in <code>phi</code>.

a number indicating the order of the penalty.

number of principal components to compute.

ncomp

a non-negative value (the penalty parameter).

baseline

a number that slightly increases the <code>baseline</code> penalty parameter. This value may automatically change depending on the range of <code>baseline</code>. The default is set to 0.1.

value

The generalized cross-validation method is adapted for B-spline representations with large number of knots to select the penalty parameter in <code>pspline.kffobi</code>. This function computes the log cross-validation score for a given penalty parameter.

utilities

Performs penalized independent component analysis for univariate functional data [<doi:10.3390/math9111243>].

Marc Badia

pfica

Independent Component Analysis for Univariate Functional Data

bcv function

<dl> <dt>a</dt>
<dd>the coefficient matrix of a functional data object obtained from the fda package.</dd> <dt>phi</dt>
<dd>a functional basis object associated to the coefficient matrix <code>a</code>.</dd> <dt>G</dt>
<dd>the Gramian matrix of inner products between pairs of basis elements in <code>phi</code>.</dd> <dt>r</dt>
<dd>a number indicating the order of the penalty.</dd> <dt>ncomp</dt>
<dd>number of principal components to compute.</dd> <dt>baseline</dt>
<dd>a non-negative value (the penalty parameter).</dd> <dt>value</dt>
<dd>a number that slightly increases the <code>baseline</code> penalty parameter. This value may automatically change depending on the range of <code>baseline</code>. The default is set to 0.1.</dd></dl>

Arguments

Author

Compute baseline cross-validation criterion (P-spline version) — bcv

<dl>

 <dt>a</dt>
<dd>the coefficient matrix of a functional data object obtained from the fda package.</dd>

 <dt>phi</dt>
<dd>a functional basis object associated to the coefficient matrix <code>a</code>.</dd>

 <dt>G</dt>
<dd>the Gramian matrix of inner products between pairs of basis elements in <code>phi</code>.</dd>

 <dt>r</dt>
<dd>a number indicating the order of the penalty.</dd>

 <dt>ncomp</dt>
<dd>number of principal components to compute.</dd>

 <dt>baseline</dt>
<dd>a non-negative value (the penalty parameter).</dd>

 <dt>value</dt>
<dd>a number that slightly increases the <code>baseline</code> penalty parameter. This value may automatically change depending on the range of <code>baseline</code>. The default is set to 0.1.</dd>

</dl>

bcv: Compute baseline cross-validation criterion (P-spline version)

Description

Usage

Value

Arguments

Author

References

See Also