scholarly journals THE DELAUNAY HIERARCHY

2002 ◽  
Vol 13 (02) ◽  
pp. 163-180 ◽  
Author(s):  
OLIVIER DEVILLERS

We propose a new data structure to compute the Delaunay triangulation of a set of points in the plane. It combines good worst case complexity, fast behavior on real data, small memory occupation and the possibility of fully dynamic insertions and deletions. The location structure is organized into several levels. The lowest level just consists of the triangulation, then each level contains the triangulation of a small sample of the level below. Point location is done by walking in a triangulation to determine the nearest neighbor of the query at that level, then the walk restarts from the neighbor at the level below. Using a small subset (3%) to sample a level allows a small memory occupation; the walk and the use of the nearest neighbor to change levels quickly locate the query.

Author(s):  
FRANCESC SERRATOSA ◽  
GERARD SANROMÀ

We present an efficient algorithm for computing a sub-optimal Earth Movers' Distance (EMD) between multidimensional histograms called EMD- g f, which is not limited to any type of measurement. Some algorithms that find a cross-bin distance between histograms have been proposed in the literature. Nevertheless, most of this research has been applied on 1D-histograms or on nD-histograms but with limited types of measurements. The EMD is a cross-bin distance between nD-histograms with any ground distance. Experimental validation shows that it obtains good retrieval results although the main drawback of this method is its cubic computational cost, O(z3), z being the total number of bins. The worst-case complexity of EMD- g f is O(z2), although the obtained average computational cost in the experiments is near O(m2), where m represents the number of bins per dimension, which is clearly lower than the computational cost of the EMD algorithm. Moreover, the experiments using real data show similar retrieval results.


2015 ◽  
Vol 10 (4) ◽  
pp. 699-708 ◽  
Author(s):  
M. Dodangeh ◽  
L. N. Vicente ◽  
Z. Zhang

Author(s):  
Federico Della Croce ◽  
Bruno Escoffier ◽  
Marcin Kamiski ◽  
Vangelis Th. Paschos

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