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R
mlr

extractFDADTWKernel

DTW kernel features

Description

The function extracts features from functional data based on the DTW distance with a reference dataframe.

Usage

extractFDADTWKernel(
  ref.method = "random",
  n.refs = 0.05,
  refs = NULL,
  dtwwindow = 0.05
)

Arguments

ref.method

(character(1))
How should the reference curves be obtained? Method random draws n.refs random reference curves, while all uses all curves as references. In order to use user-provided reference curves, this parameter is set to fixed.
n.refs

(numeric(1))
Number of reference curves to be drawn (as a fraction of the number of observations in the training data).
refs

(matrix|integer(n))
Integer vector of training set row indices or a matrix of reference curves with the same length as the functionals in the training data. Overwrites ref.method and n.refs.
dtwwindow

(numeric(1))
Size of the warping window size (as a proportion of query length).

Value

See Also

mlr

Machine Learning in R

v2.19.0
BSD_2_clause + file LICENSE
Authors
Bernd Bischl [aut] (<https://orcid.org/0000-0001-6002-6980>), Michel Lang [aut] (<https://orcid.org/0000-0001-9754-0393>), Lars Kotthoff [aut], Patrick Schratz [aut, cre] (<https://orcid.org/0000-0003-0748-6624>), Julia Schiffner [aut], Jakob Richter [aut], Zachary Jones [aut], Giuseppe Casalicchio [aut] (<https://orcid.org/0000-0001-5324-5966>), Mason Gallo [aut], Jakob Bossek [ctb] (<https://orcid.org/0000-0002-4121-4668>), Erich Studerus [ctb] (<https://orcid.org/0000-0003-4233-0182>), Leonard Judt [ctb], Tobias Kuehn [ctb], Pascal Kerschke [ctb] (<https://orcid.org/0000-0003-2862-1418>), Florian Fendt [ctb], Philipp Probst [ctb] (<https://orcid.org/0000-0001-8402-6790>), Xudong Sun [ctb] (<https://orcid.org/0000-0003-3269-2307>), Janek Thomas [ctb] (<https://orcid.org/0000-0003-4511-6245>), Bruno Vieira [ctb], Laura Beggel [ctb] (<https://orcid.org/0000-0002-8872-8535>), Quay Au [ctb] (<https://orcid.org/0000-0002-5252-8902>), Martin Binder [ctb], Florian Pfisterer [ctb], Stefan Coors [ctb], Steve Bronder [ctb], Alexander Engelhardt [ctb], Christoph Molnar [ctb], Annette Spooner [ctb]
Initial release

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