Combining complex networks and data mining: why and how

M Zanin, D Papo, PA Sousa, E Menasalvas, A Nicchi… - Physics Reports, 2016 - Elsevier
The increasing power of computer technology does not dispense with the need to extract
meaningful information out of data sets of ever growing size, and indeed typically …

[图书][B] Morphogenesis of spatial networks

M Barthelemy - 2018 - Springer
Watts and Strogatz, with the publication in 1998 of their seminal paper on small-world
networks, opened the golden era of complex networks studies and showed in particular how …

Complex networks identify spatial patterns of extreme rainfall events of the South American Monsoon System

N Boers, B Bookhagen, N Marwan… - Geophysical …, 2013 - Wiley Online Library
We investigate the spatial characteristics of extreme rainfall synchronicity of the South
American Monsoon System (SAMS) by means of Complex Networks (CN). By introducing a …

Spatiotemporal analysis of extreme precipitation events in the United States at mesoscale: Complex network theory

T Jamali, B Ghanbarian, J Kurths - Journal of Hydrology, 2023 - Elsevier
Analyzing the complex behavior of extreme precipitation events (EPEs) is essential to better
understand the effect of climate change on surface and subsurface water resources and …

A review of synchronization of extreme precipitation events in monsoons from complex network perspective

KKW Cheung, U Ozturk, N Malik, A Agarwal… - Journal of …, 2024 - Elsevier
Monsoon precipitation is the critical source of freshwater for some of the world's most
densely populated areas, yet extreme precipitation events in these regions present …

Spatiotemporal patterns and propagation mechanism of meteorological droughts over Yangtze River Basin and Pearl River Basin based on complex network theory

C Gao, L Liu, S Zhang, YP Xu, X Wang, X Tang - Atmospheric Research, 2023 - Elsevier
Investigating spatiotemporal pattern and propagation mechanism of meteorological drought
is of great significance to develop early warning system for drought-affected regions and …

Unified functional network and nonlinear time series analysis for complex systems science: The pyunicorn package

JF Donges, J Heitzig, B Beronov… - … Journal of Nonlinear …, 2015 - pubs.aip.org
We introduce the pyunicorn (Pythonic unified complex network and recurrence analysis
toolbox) open source software package for applying and combining modern methods of data …

A complex network approach to study the extreme precipitation patterns in a river basin

A Agarwal, RK Guntu, A Banerjee… - … Journal of Nonlinear …, 2022 - pubs.aip.org
The quantification of spatial propagation of extreme precipitation events is vital in water
resources planning and disaster mitigation. However, quantifying these extreme events has …

Spatiotemporal characteristics and propagation of summer extreme precipitation events over United States: A complex network analysis

S Mondal, AK Mishra, LR Leung - Geophysical Research …, 2020 - Wiley Online Library
Complex network (CN) is a graph theory‐based depiction of relation shared by various
elements of a complex dynamical system such as the atmosphere. Here we apply the …

Disentangling different types of El Niño episodes by evolving climate network analysis

A Radebach, RV Donner, J Runge, JF Donges… - Physical Review E …, 2013 - APS
Complex network theory provides a powerful toolbox for studying the structure of statistical
interrelationships between multiple time series in various scientific disciplines. In this work …