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HyperMap specifications


Unique identifier OMICS_24782
Name HyperMap
Software type Application/Script
Interface Command line interface
Restrictions to use None
Programming languages C++
Computer skills Advanced
Stability Stable
Maintained Yes




No version available


  • person_outline Kaj-Kolja Kleineberg

Publication for HyperMap

HyperMap citations


Big Data Clustering via Community Detection and Hyperbolic Network Embedding in IoT Applications

PMCID: 5948775
PMID: 29662043
DOI: 10.3390/s18041205

[…] use such graphs have been conjectured to have an underlying hyperbolic geometry []. There are several approaches for hyperbolic network embedding in the literature [], such as Rigel [], greedy [] and Hypermap []. In this paper, we rely on Rigel embedding. The latter maps the network graph in hyperbolic space via multi-dimensional scaling. Rigel assumes the hyperboloid model of the n-dimensional hy […]


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

Nat Commun
PMCID: 5694768
PMID: 29151574
DOI: 10.1038/s41467-017-01825-5

[…] HyperMap is a method to map a network into its hyperbolic space based on maximum likelihood estimation (MLE). For sake of clarity, the first algorithm for MLE-based network embedding in the hyperbolic […]


Collective navigation of complex networks: Participatory greedy routing

Sci Rep
PMCID: 5460226
PMID: 28588222
DOI: 10.1038/s41598-017-02910-x

[…]  = 5.21, and an average mean local clustering coefficient of c = 0.55. The processed network data and its hyperbolic mapping were taken from publication. The hyperbolic mapping was obtained using the HyperMap method, . An implementation of this method is publicly available at. […]


Navigable networks as Nash equilibria of navigation games

Nat Commun
PMCID: 4506547
PMID: 26138277
DOI: 10.1038/ncomms8651

[…] k that, we have to know the hyperbolic coordinates of nodes in these real networks in the first place. We infer these coordinates in the considered collection of real networks using the deterministic HyperMap algorithm (Methods). Given only these inferred coordinates, we then construct the ideal-navigation Nash equilibria defined by these coordinates, and compare, edge by edge, the resulting Nash […]


Emergence of Soft Communities from Geometric Preferential Attachment

Sci Rep
PMCID: 5386203
PMID: 25923110
DOI: 10.1038/srep09421

[…] es, ASs, and M = 63435 links that represent logical relationships between ASs. We embed the AS Internet into its hyperbolic space, i.e compute the popularity and similarity coordinates {ri,θi}, using HyperMap, an efficient network mapping algorithm that estimates the latent hyperbolic coordinates of nodes. The network topology has a power-law degree distribution with γ = 2.1 and average node degre […]


Multidisciplinary Evidences that Synechocystis PCC6803 Exopolysaccharides Operate in Cell Sedimentation and Protection against Salt and Metal Stresses

PLoS One
PMCID: 3566033
PMID: 23405172
DOI: 10.1371/journal.pone.0055564

[…] ng a Everhart Thornley or the InLens detectors in backscaterred electron mode. Energy dispersive x-ray spectrometry analyses were performed with an EDS QUANTAX microanalyzer operated with the Esprit, Hypermap software allowing acquisition of X-ray maps and drift correction. […]


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HyperMap institution(s)
Computational Social Science, ETH Zurich, Zurich, Switzerland
HyperMap funding source(s)
Supported by a ERC Grant “Momentum” (324247).

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