2 citations · 5 across the 5 of their papers we have counts for
5 papers
Understanding the Rank of Tensor Networks via an Intuitive Example-Driven Approach
Wuyang Zhou, Giorgos Iacovides, Kriton Konstantinidis +2
Tensor Network (TN) decompositions have emerged as an indispensable tool in Big Data analytics owing to their ability to provide compact low-rank representations, thus alleviating…
HOTTBOX: Higher Order Tensor ToolBOX
Ilya Kisil, Giuseppe G. Calvi, Bruno S. Dees +1
HOTTBOX is a Python library for exploratory analysis and visualisation of multi-dimensional arrays of data, also known as tensors. The library includes methods ranging from standar…
Reducing Computational Complexity of Tensor Contractions via Tensor-Train Networks
Ilya Kisil, Giuseppe G. Calvi, Kriton Konstantinidis +2
There is a significant expansion in both volume and range of applications along with the concomitant increase in the variety of data sources. These ever-expanding trends have highl…
An Intuitive Derivation of the Coherence Index Relation in Compressive Sensing
Ljubisa Stankovic, Danilo Mandic, Milos Dakovic +1
The existence and uniqueness conditions are a prerequisite for reliable reconstruction of sparse signals from reduced sets of measurements within the Compressive Sensing (CS) parad…
An Example-Driven Introduction to Data Analytics on Graphs
Ljubisa Stankovic, Danilo Mandic, Milos Dakovic +3
Graphs are irregular structures which naturally account for data integrity, however, traditional approaches have been established outside Signal Processing, and largely focus on an…