most citedA Statistically Identifiable Model for Tensor-Valued Gaussian Random Variables

6 citations · 7 across the 3 of their papers we have counts for

collaborators

10 papers

cs.LG2021

Graph Theory for Metro Traffic Modelling

Bruno Scalzo Dees, Yao Lei Xu, Anthony G. Constantinides +1

A unifying graph theoretic framework for the modelling of metro transportation networks is proposed. This is achieved by first introducing a basic graph framework for the modelling…

eess.SP2019

Graph Theory and Metro Traffic Modelling

Bruno Scalzo Dees, Anthony G. Constantinides, Danilo P. Mandic

In this article we demonstrate how graph theory can be used to identify those stations in the London underground network which have the greatest influence on the functionality of t…

eess.SP20196 cited

A Statistically Identifiable Model for Tensor-Valued Gaussian Random Variables

Bruno Scalzo Dees, Anh-Huy Phan, Danilo P. Mandic

Real-world signals typically span across multiple dimensions, that is, they naturally reside on multi-way data structures referred to as tensors. In contrast to standard ``flat-vie…

stat.ML20191 cited

Robust Principal Component Analysis Based On Maximum Correntropy Power Iterations

Jean P. Chereau, Bruno Scalzo Dees, Danilo P. Mandic

Principal component analysis (PCA) is recognised as a quintessential data analysis technique when it comes to describing linear relationships between the features of a dataset. How…

eess.SP2019

Portfolio Cuts: A Graph-Theoretic Framework to Diversification

Bruno Scalzo Dees, Ljubisa Stankovic, Anthony G. Constantinides +1

Investment returns naturally reside on irregular domains, however, standard multivariate portfolio optimization methods are agnostic to data structure. To this end, we investigate…

eess.SP2019

Unitary Shift Operators on a Graph

Bruno Scalzo Dees, Ljubisa Stankovic, Milos Dakovic +2

A unitary shift operator (GSO) for signals on a graph is introduced, which exhibits the desired property of energy preservation over both backward and forward graph shifts. For rig…