DocumentCode :
2876080
Title :
Fast and Easy Computation of Approximate Smallest Enclosing Balls
Author :
Martinetz, Thomas ; Mamlouk, Amir Madany ; Mota, Cicero
Author_Institution :
Inst. for Neuro- & Biomformatics, Lubeck Univ.
fYear :
2006
fDate :
8-11 Oct. 2006
Firstpage :
163
Lastpage :
170
Abstract :
The incremental Badoiu-Clarkson algorithm finds the smallest ball enclosing n points in d dimensions with at least O(1/radict) precision, after t iteration steps. The extremely simple incremental step of the algorithm makes it very attractive both for theoreticians and practitioners. A simplified proof for this convergence is given. This proof allows to show that the precision increases, in fact, even as O(u/t) with the number of iteration steps. Computer experiments, but not yet a proof, suggest that the u, which depends only on the data instance, is actually bounded by min{radic2d, radic2n}. If it holds, then the algorithm finds the smallest enclosing ball with epsi precision in at most 0(ndradic/dm/epsi) time, with dm = min{d, n}
Keywords :
computational complexity; computational geometry; Badoiu-Clarkson algorithm; computational geometry; smallest enclosing ball; Approximation algorithms; Bioinformatics; Computational geometry; Convergence; Face detection; Iterative algorithms; Pattern recognition; Polynomials; Support vector machine classification; Support vector machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Graphics and Image Processing, 2006. SIBGRAPI '06. 19th Brazilian Symposium on
Conference_Location :
Manaus
ISSN :
1530-1834
Print_ISBN :
0-7695-2686-1
Type :
conf
DOI :
10.1109/SIBGRAPI.2006.20
Filename :
4027064
Link To Document :
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