Search Results for author: D. Mandic

Found 3 papers, 3 papers with code

Low-Rank Tensor Networks for Dimensionality Reduction and Large-Scale Optimization Problems: Perspectives and Challenges PART 1

1 code implementation4 Sep 2016 A. Cichocki, N. Lee, I. V. Oseledets, A. -H. Phan, Q. Zhao, D. Mandic

Machine learning and data mining algorithms are becoming increasingly important in analyzing large volume, multi-relational and multi--modal datasets, which are often conveniently represented as multiway arrays or tensors.

Numerical Analysis

Tensor Decompositions for Signal Processing Applications From Two-way to Multiway Component Analysis

2 code implementations17 Mar 2014 A. Cichocki, D. Mandic, A-H. Phan, C. Caiafa, G. Zhou, Q. Zhao, L. De Lathauwer

The widespread use of multi-sensor technology and the emergence of big datasets has highlighted the limitations of standard flat-view matrix models and the necessity to move towards more versatile data analysis tools.

Numerical Analysis

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