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Add fingerprintOPT, fingerprintNLS, and lwRegcov.lam#9

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Add fingerprintOPT, fingerprintNLS, and lwRegcov.lam#9
charlesbenfer wants to merge 1 commit into
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feature/fingerprint-opt-nls

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Implements Li, Chen & Yan (2025, J. Climate) regularized TLS fingerprinting
(fingerprintOPT) and nonlinear shrinkage fingerprinting (fingerprintNLS) from
arXiv:2505.04070. Adds scalar Ledoit-Wolf shrinkage intensity lwRegcov.lam()
as a companion to the existing lwRegcov(). Includes RMT-corrected asymptotic
variance, joint detection confidence regions, and roxygen documentation.

  Implements Li, Chen & Yan (2025, J. Climate) regularized TLS fingerprinting
  (fingerprintOPT) and nonlinear shrinkage fingerprinting (fingerprintNLS) from
  arXiv:2505.04070. Adds scalar Ledoit-Wolf shrinkage intensity lwRegcov.lam()
  as a companion to the existing lwRegcov(). Includes RMT-corrected asymptotic
  variance, joint detection confidence regions, and roxygen documentation.
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