Higher-Order Partial Least Squares (HOPLS): A Generalized Multi-Linear Regression Method

CoRR, (2012)

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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) $\tensor{Y}$ from a tensor $\tensor{X}$ through projecting the data onto the latent space and performing regression on the corresponding latent variables. HOPLS differs su...更多

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