76 citations · 138 across the 25 of their papers we have counts for
3 papers · 1 filter
Quadratic Programming Over Ellipsoids (with Applications to Constrained Linear Regression and Tensor Decomposition)
Anh-Huy Phan, Masao Yamagishi, Danilo Mandic +1
A novel algorithm to solve the quadratic programming problem over ellipsoids is proposed. This is achieved by splitting the problem into two optimisation sub-problems, quadratic pr…
The sum of tensor networks
Giuseppe G. Calvi, Ilia Kisil, Danilo P. Mandic
Tensor networks (TNs) have been gaining interest as multiway data analysis tools owing to their ability to tackle the curse of dimensionality and to represent tensors as smaller-sc…
Tensor Valued Common and Individual Feature Extraction: Multi-dimensional Perspective
Ilia Kisil, Giuseppe G. Calvi, Danilo P. Mandic
A novel method for common and individual feature analysis from exceedingly large-scale data is proposed, in order to ensure the tractability of both the computation and storage and…