JuliaDataCubes / JuliaDataCubes/EarthDataLab.jl

PCA

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Dominant language
Julia
Stars
34
Forks
14
PR merge metrics
No merged PRs in 30d

Description

StatsBase.jl just released a new version with the z-Transform and WeightedOnlineStats.jl tests pass now so I tagged v0.2.0 with a pca (https://github.com/gdkrmr/WeightedOnlineStats.jl/releases/tag/v0.2.0).
I am not yet super happy with pca(cov) returning a StatsBase.ZScoreTransform and a MultivariateStats.PCA object, in my opinion, there should be a MultivariateStats.AbstractPCA so I can return a single custom PCA object.

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Research direction

Start by reviewing the pca(cov) behavior described alongside StatsBase.jl, WeightedOnlineStats.jl v0.2.0, and the returned MultivariateStats.PCA object. Determine whether an AbstractPCA abstraction can represent the current StatsBase.ZScoreTransform and PCA results as one custom PCA object; done means the proposed API is defined and usable.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia
Domain
data, machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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