46 citations · 49 across the 3 of their papers we have counts for
3 papers · 1 filter
Multilayer Quantile Graph for Multivariate Time Series Analysis and Dimensionality Reduction
Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro +1
In recent years, there has been a surge in the prevalence of high- and multi-dimensional temporal data across various scientific disciplines. These datasets are characterized by th…
Time Series Analysis via Network Science: Concepts and Algorithms
Vanessa Freitas Silva, Maria Eduarda Silva, Pedro Ribeiro +1
There is nowadays a constant flux of data being generated and collected in all types of real world systems. These data sets are often indexed by time, space or both requiring appro…
Temporal Network Comparison using Graphlet-orbit Transitions
David Aparício, Pedro Ribeiro, Fernando Silva
Networks are widely used to model real-world systems and uncover their topological features. Network properties such as the degree distribution and shortest path length have been c…