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cs.CV2012★ 191 cited
Group Component Analysis for Multiblock Data: Common and Individual Feature Extraction
Guoxu Zhou, Andrzej Cichocki, Yu Zhang +1
Very often data we encounter in practice is a collection of matrices rather than a single matrix. These multi-block data are naturally linked and hence often share some common feat…
cs.AI2012
Higher-Order Partial Least Squares (HOPLS): A Generalized Multi-Linear Regression Method
Qibin Zhao, Cesar F. Caiafa, Danilo P. Mandic +5
A new generalized multilinear regression model, termed the Higher-Order Partial Least Squares (HOPLS), is introduced with the aim to predict a tensor (multiway array) $\tensor{Y}$…