Regularized partial least squares with an application to NMR spectroscopy

@article{Allen2013RegularizedPL,
  title={Regularized partial least squares with an application to NMR spectroscopy},
  author={Genevera I. Allen and Christine B. Peterson and Marina Vannucci and Mirjana Maletic-Savatic},
  journal={Statistical analysis and data mining},
  year={2013},
  volume={6 4},
  pages={302-314}
}
High-dimensional data common in genomics, proteomics, and chemometrics often contains complicated correlation structures. Recently, partial least squares (PLS) and Sparse PLS methods have gained attention in these areas as dimension reduction techniques in the context of supervised data analysis. We introduce a framework for Regularized PLS by solving a… CONTINUE READING