DocumentCode
253408
Title
Grid based online algorithms for clustering problems
Author
Diveki, Gabriella ; Imreh, Csanad
Author_Institution
Coll. of Appl. Sci., Subotica Tech, Subotica, Serbia
fYear
2014
fDate
19-21 Nov. 2014
Firstpage
159
Lastpage
162
Abstract
In this paper we consider the online variable sized clustering problem in d-dimensional Euclidean spaces where the cost of a cluster depends on the p-th power of its side. The previous results are extended from the model with square cost in 2-dimensional spaces. We determine the competitive ratio of the algorithm GRID in the general case. We show that it is not constant competitive if p <; d and it is 3d-competitive if p≥d. In 2-dimensional space we analyze a more sophisticated algorithm called ShiftGrid and prove that it is 7-competitive for the best choice of its parameter.
Keywords
pattern clustering; 2-dimensional spaces; ShiftGrid; d-dimensional Euclidean spaces; grid based online algorithm; online variable sized clustering problem; Algorithm design and analysis; Clustering algorithms; Computer science; Cost function; Educational institutions; Informatics; Three-dimensional displays;
fLanguage
English
Publisher
ieee
Conference_Titel
Computational Intelligence and Informatics (CINTI), 2014 IEEE 15th International Symposium on
Conference_Location
Budapest
Type
conf
DOI
10.1109/CINTI.2014.7028668
Filename
7028668
Link To Document