Improving the Efficiency of Gabriel Graph-based Classifiers for Hardware-optimized Implementations

Author(s):  
Alan C. Souza ◽  
Cristiano Leite Castro ◽  
Janier Arias Garcia ◽  
Luiz C. B. Torres ◽  
Leidy J. Acevedo Jaimes ◽  
...  
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2014 ◽  
Vol 24 (02) ◽  
pp. 153-171
Author(s):  
ABHIJEET KHOPKAR ◽  
SATHISH GOVINDARAJAN

Delaunay and Gabriel graphs are widely studied geometric proximity structures. Motivated by applications in wireless routing, relaxed versions of these graphs known as Locally Delaunay Graphs (LDGs) and Locally Gabriel Graphs (LGGs) were proposed. We propose another generalization of LGGs called Generalized Locally Gabriel Graphs (GLGGs) in the context when certain edges are forbidden in the graph. Unlike a Gabriel Graph, there is no unique LGG or GLGG for a given point set because no edge is necessarily included or excluded. This property allows us to choose an LGG/GLGG that optimizes a parameter of interest in the graph. We show that computing an edge maximum GLGG for a given problem instance is NP-hard and also APX-hard. We also show that computing an LGG on a given point set with dilation ≤ k is NP-hard. Finally, we give an algorithm to verify whether a given geometric graph G = (V,E) is a valid LGG.


2002 ◽  
Vol 34 (04) ◽  
pp. 689-701 ◽  
Author(s):  
Etienne Bertin ◽  
Jean-Michel Billiot ◽  
Rémy Drouilhet

In the present study, we establish the existence of site percolation in the Gabriel graph for Poisson and hard-core stationary point processes.


Author(s):  
Sridhar Vajapeyam ◽  
Michael Keefe

Abstract A three-dimensional analog to the Gabriel Graph structure is defined and an algorithmic procedure for the construction of a triangulated surface from scattered data points in three dimensions is developed based on the concept on three-dimensional Gabriel Graphs. The algorithm does not require the points to be in the form of a grid or on contours. The closest point 3-D Delaunay triangulation of the points is first constructed and the Delaunay triangles that satisfy the Gabriel Graph criterion are identified. From this set of triangles, extraneous triangles are removed, resulting in a triangulated open surface passing through all the given data points. This surface can then be subjected to smoothing algorithms if necessary and a smooth surface of the desired continuity can be constructed using available interpolation techniques. The algorithm can be used for constructing surfaces from scattered data in mechanical design, geographic terrain modeling and modeling biological surfaces from CT scans and MRI scans.


2021 ◽  
Vol 17 (2) ◽  
pp. 1186-1196
Author(s):  
Janier Arias-Garcia ◽  
Augusto Mafra ◽  
Liliane Gade ◽  
Frederico Coelho ◽  
Cristiano Castro ◽  
...  

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