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Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data
Guoxu Zhou, Qibin Zhao, Yu Zhang +3
With the increasing availability of various sensor technologies, we now have access to large amounts of multi-block (also called multi-set, multi-relational, or multi-view) data th…
Bayesian Sparse Tucker Models for Dimension Reduction and Tensor Completion
Qibin Zhao, Liqing Zhang, Andrzej Cichocki
Tucker decomposition is the cornerstone of modern machine learning on tensorial data analysis, which have attracted considerable attention for multiway feature extraction, compress…
Smooth PARAFAC Decomposition for Tensor Completion
Tatsuya Yokota, Qibin Zhao, Andrzej Cichocki
In recent years, low-rank based tensor completion, which is a higher-order extension of matrix completion, has received considerable attention. However, the low-rank assumption is…