Model-independent embedding of directed networks into Euclidean and hyperbolic spaces

Generalised popularity-similarity optimisation model for growing hyperbolic networks beyond two dimensions

(2022) Bianka Kovács et al.   Scientific Reports

Optimisation of the coalescent hyperbolic embedding of complex networks

(2021) Bianka Kovács et al.   Scientific Reports

The inherent community structure of hyperbolic networks

(2021) Bianka Kovács et al.   Scientific Reports

Hierarchy and control of ageing-related methylation networks

(2021) Gergely Palla et al.   PLoS Computational Biology

High Dimensional Hyperbolic Geometry of Complex Networks

(2020) Weihua Yang et al.   Mathematics

Navigability evaluation of complex networks by greedy routing efficiency

(2019) Alessandro Muscoloni et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Mercator: uncovering faithful hyperbolic embeddings of complex networks

(2019) Guillermo García-Pérez et al.   NEW JOURNAL OF PHYSICS

Soft Communities in Similarity Space

(2018) Guillermo García-Pérez et al.   JOURNAL OF STATISTICAL PHYSICS

Graph embedding techniques, applications, and performance: A survey

(2018) Palash Goyal et al.   KNOWLEDGE-BASED SYSTEMS

A nonuniform popularity-similarity optimization (nPSO) model to efficiently generate realistic complex networks with communities

(2018) Alessandro Muscoloni et al.   NEW JOURNAL OF PHYSICS

Machine learning meets complex networks via coalescent embedding in the hyperbolic space

(2017) Alessandro Muscoloni et al.   Nature Communications

Fast community detection based on sector edge aggregation metric model in hyperbolic space

(2016) Zuxi Wang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Hyperbolic mapping of complex networks based on community information

(2016) Zuxi Wang et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Clustering Implies Geometry in Networks

(2016) Dmitri Krioukov   PHYSICAL REVIEW LETTERS

Community detection in networks: A user guide

(2016) Santo Fortunato et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Efficient embedding of complex networks to hyperbolic space via their Laplacian

(2016) Gregorio Alanis-Lobato et al.   Scientific Reports

The hidden hyperbolic geometry of international trade: World Trade Atlas 1870–2013

(2016) Guillermo García-Pérez et al.   Scientific Reports

Interdisciplinary and physics challenges of network theory

(2015) Ginestra Bianconi   EPL

Network Mapping by Replaying Hyperbolic Growth

(2015) Fragkiskos Papadopoulos et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Navigable networks as Nash equilibria of navigation games

(2015) András Gulyás et al.   Nature Communications

Emergence of Soft Communities from Geometric Preferential Attachment

(2015) Konstantin Zuev et al.   Scientific Reports

Evaluating link prediction methods

(2014) Yang Yang et al.   KNOWLEDGE AND INFORMATION SYSTEMS

From link-prediction in brain connectomes and protein interactomes to the local-community-paradigm in complex networks

(2013) Carlo Vittorio Cannistraci et al.   Scientific Reports

Popularity versus similarity in growing networks

(2012) Fragkiskos Papadopoulos et al.   NATURE

Hyperbolic geometry of complex networks

(2010) Dmitri Krioukov et al.   PHYSICAL REVIEW E

Sustaining the Internet with hyperbolic mapping

(2010) Marián Boguñá et al.   Nature Communications

Predicting missing links via local information

(2009) Tao Zhou et al.   EUROPEAN PHYSICAL JOURNAL B

Community detection in graphs

(2009) Santo Fortunato   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Geometric De-noising of Protein-Protein Interaction Networks

(2009) Oleksii Kuchaiev et al.   PLoS Computational Biology

Fitting a geometric graph to a protein–protein interaction network

(2008) Desmond J. Higham et al.   BIOINFORMATICS

Hierarchical structure and the prediction of missing links in networks

(2008) Aaron Clauset et al.   NATURE

Navigability of complex networks

(2008) Marián Boguñá et al.   Nature Physics

Self-Similarity of Complex Networks and Hidden Metric Spaces

(2008) M. Ángeles Serrano et al.   PHYSICAL REVIEW LETTERS