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A-H. Phan
Publications - 2
Citations - 593
A-H. Phan is an academic researcher. The author has contributed to research in topics: Tensor & Signal processing. The author has an hindex of 2, co-authored 2 publications receiving 526 citations.
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Journal ArticleDOI
Tensor Decompositions for Signal Processing Applications From Two-way to Multiway Component Analysis
Andrzej Cichocki,Danilo P. Mandic,A-H. Phan,Cesar F. Caiafa,Guoxu Zhou,Qibin Zhao,L. De Lathauwer +6 more
TL;DR: In this article, a comprehensive introduction to tensor decompositions is provided from a signal processing perspective, starting from the algebraic foundations, via basic Canonical Polyadic and Tucker decomposition, through to advanced cause-effect and multi-view data analysis schemes.
Journal ArticleDOI
Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives
Andrzej Cichocki,A-H. Phan,Qibin Zhao,Namgil Lee,Ivan V. Oseledets,M. Sugiyama,Danilo P. Mandic +6 more
TL;DR: This monograph builds on Tensor Networks for Dimensionality Reduction and Large-scale Optimization by discussing tensor network models for super-compressed higher-order representation of data/parameters and cost functions, together with an outline of their applications in machine learning and data analytics.