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The h-principle in modelling with applications to chemo- metrics

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Improving Improved Kernel PLS

cs.LG · 2026-07-17 · accept · novelty 6.0

IKPLS Y-loadings can be computed from quantities already available in the same iteration, reducing the asymptotic cost from Θ(KM) to Θ(M) when M=1 or M<K while preserving the outputs exactly in exact arithmetic.

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  • Improving Improved Kernel PLS cs.LG · 2026-07-17 · accept · none · ref 15

    IKPLS Y-loadings can be computed from quantities already available in the same iteration, reducing the asymptotic cost from Θ(KM) to Θ(M) when M=1 or M<K while preserving the outputs exactly in exact arithmetic.