86 citations · 467 across the 40 of their papers we have counts for
Showing 2012 · stat.MLShow all
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stat.ML2012
Regularized Partial Least Squares with an Application to NMR Spectroscopy
Genevera I. Allen, Christine Peterson, Marina Vannucci +1
High-dimensional data common in genomics, proteomics, and chemometrics often contains complicated correlation structures. Recently, partial least squares (PLS) and Sparse PLS metho…
stat.ML2012★ 22 cited
Regularized Tensor Factorizations and Higher-Order Principal Components Analysis
Genevera I. Allen
High-dimensional tensors or multi-way data are becoming prevalent in areas such as biomedical imaging, chemometrics, networking and bibliometrics. Traditional approaches to finding…