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Define package functionality #43

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lorenzha opened this issue Dec 16, 2018 · 2 comments
Open

Define package functionality #43

lorenzha opened this issue Dec 16, 2018 · 2 comments

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@lorenzha
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No that we implement a lot of different stuff we should take a moment and see what is really essential for someone else to use this package and remove the rest in the published version. I see the following functionality:

  • Uni-/Multivariate (and hence high-dimensional) and regression data should be handled
  • User defined loss functions for all kinds of data possible (with possible updates)
  • Glasso (package) based loss functions already implemented
  • Cross-Validation over delta and one loss function specific param (e.g. Lambda)
  • Section search (with variance) and line search
  • Handling of missing values
  • optional: Separate covariance estimation, as proposed by Solt?
  • optional: Some more diagnostics / graphics capabilities -> visualize changepoints somehow?

Anything to add?

@MalteLond
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examples

@MalteLond
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we should generally discuss CRAN publishing requirements

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