activity
20152022
most citedTime Series Clustering via Community Detection in Networks

163 citations · 256 across the 8 of their papers we have counts for

collaborators

8 papers

cs.DM2022

Beyond the shortest path: the path length index as a distribution

Leonardo B. L. Santos, Luiz Max Carvalho, Giovanni G. Soares +2

The traditional complex network approach considers only the shortest paths from one node to another, not taking into account several other possible paths. This limitation is signif…

cs.SI2022★ 3 cited

From Time Series to Networks in R with the ts2net Package

Leonardo N. Ferreira

Network science established itself as a prominent tool for modeling time series and complex systems. This modeling process consists of transforming a set or a single time series in…

cs.SI2020★ 2 cited

Dynamic Community Detection into Analyzing of Wildfires Events

Alessandra Marli, Didier A Vega-Oliveros, Moshé Cotacallapa +3

The study and comprehension of complex systems are crucial intellectual and scientific challenges of the 21st century. In this scenario, network science has emerged as a mathematic…

cs.SI2020★ 33 cited

Spatiotemporal data analysis with chronological networks

Leonardo N. Ferreira, Didier A. Vega-Oliveros, Moshe Cotacallapa +4

The amount and size of spatiotemporal data sets from different domains have been rapidly increasing in the last years, which demands the development of robust and fast methods to a…

stat.AP2019★ 43 cited

Global Fire Season Severity Analysis and Forecasting

Leonardo N. Ferreira, Didier A. Vega-Oliveros, Liang Zhao +2

In this paper, we divide the globe into a hexagonal grid and we extracted time series of daily fire counts from each cell to estimate and analyze worldwide fire season severity (FS…

physics.data-an2019

The Effect of Time Series Distance Functions on Functional Climate Networks

Leonardo N. Ferreira, Nicole C. R. Ferreira, Elbert E. N. Macau +1

Complex network theory provides an important tool for the analysis of complex systems such as the Earth's climate. In this context, functional climate networks can be constructed u…

physics.soc-ph2018★ 12 cited

From spatio-temporal data to chronological networks: An application to wildfire analysis

Didier A. Vega-Oliveros, Moshé Cotacallapa, Leonardo N. Ferreira +4

Network theory has established itself as an appropriate tool for complex systems analysis and pattern recognition. In the context of spatiotemporal data analysis, correlation netwo…

stat.ML2015★ 163 cited

Time Series Clustering via Community Detection in Networks

Leonardo N. Ferreira, Liang Zhao

In this paper, we propose a technique for time series clustering using community detection in complex networks. Firstly, we present a method to transform a set of time series into…