Results 11 to 20 of about 1,384,853 (279)

Link prediction with hyperbolic geometry [PDF]

open access: yesPhysical Review Research, 2020
Link prediction is a paradigmatic problem in network science with a variety of applications. In latent space network models this problem boils down to ranking pairs of nodes in the order of increasing latent distances between them. The network model with
Maksim Kitsak   +2 more
doaj   +2 more sources

High Dimensional Hyperbolic Geometry of Complex Networks

open access: yesMathematics, 2020
High dimensional embeddings of graph data into hyperbolic space have recently been shown to have great value in encoding hierarchical structures, especially in the area of natural language processing, named entity recognition, and machine generation of ...
Weihua Yang, David Rideout
doaj   +2 more sources

Routing Strategy of Integrated Satellite-Terrestrial Network Based on Hyperbolic Geometry

open access: yesIEEE Access, 2020
The integrated satellite-terrestrial network has the characteristics of large scale, complex, high dynamic and heterogeneousness. Adopting traditional routing methods in the integrated satellite-terrestrial network will cause problems of poor scalability
Sai Lv   +9 more
doaj   +2 more sources

Hippocampal spatial representations exhibit a hyperbolic geometry that expands with experience. [PDF]

open access: yesNat Neurosci, 2023
Most spatial navigation studies assume a linear map of space. This study reports that neural representations of space follow non-linear hyperbolic coordinates. These representations also expand with experience along a maximally informative limit.
Zhang H, Rich PD, Lee AK, Sharpee TO.
europepmc   +2 more sources

Hyperbolic geometry and amplituhedra in 1+2 dimensions [PDF]

open access: yesJournal of High Energy Physics, 2018
Recently, the existence of an Amplituhedron for tree level amplitudes in the bi-adjoint scalar field theory has been proved by Arkani-Hamed et al.
G. Salvatori, S. L. Cacciatori
doaj   +2 more sources

Application of hyperbolic geometry in link prediction of multiplex networks. [PDF]

open access: yesSci Rep, 2019
Recently multilayer networks are introduced to model real systems. In these models the individuals make connection in multiple layers. Transportation networks, biological systems and social networks are some examples of multilayer networks.
Samei Z, Jalili M.
europepmc   +2 more sources

Hyperbolic geometry of the olfactory space. [PDF]

open access: yesSci Adv, 2018
Natural odors and human perceptual descriptions of odors can be represented within three-dimensional hyperbolic space. In the natural environment, the sense of smell, or olfaction, serves to detect toxins and judge nutritional content by taking advantage
Zhou Y, Smith BH, Sharpee TO.
europepmc   +2 more sources

Modeling Scale-free Graphs with Hyperbolic Geometry for Knowledge-aware Recommendation [PDF]

open access: yesWeb Search and Data Mining, 2021
Aiming to alleviate data sparsity and cold-start problems of tradi- tional recommender systems, incorporating knowledge graphs (KGs) to supplement auxiliary information has recently gained considerable attention.
Yankai Chen   +6 more
semanticscholar   +1 more source

Hyperbolic Geometry in Computer Vision: A Survey [PDF]

open access: yesarXiv.org, 2023
Hyperbolic geometry, a Riemannian manifold endowed with constant sectional negative curvature, has been considered an alternative embedding space in many learning scenarios, \eg, natural language processing, graph learning, \etc, as a result of its ...
Pengfei Fang   +3 more
semanticscholar   +1 more source

Detecting hyperbolic geometry in networks: why triangles are not enough [PDF]

open access: yesPhysical Review E, 2022
In the past decade, geometric network models have received vast attention in the literature. These models formalize the natural idea that similar vertices are likely to connect.
N. Litvak, R. Michielan, C. Stegehuis
semanticscholar   +1 more source

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