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Sparse PLS: L1-penalised decomposition #7

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@eilidhmacnicol

Add a Sparse PLS variant via a SparsePLS(PLS) subclass that overrides _decompose() with an L1-penalised optimisation.

Exposed via --method sparse (or --method s) in the CLI.

The base PLS class already separates _decompose() for exactly this purpose. All other methods (permutation, bootstrap, scoring, plotting) would be inherited unchanged.

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    roadmapPlanned post-0.1 work, not blocking releasetype: featureNew capability

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