Title :
Grid based online algorithms for clustering problems
Author :
Diveki, Gabriella ; Imreh, Csanad
Author_Institution :
Coll. of Appl. Sci., Subotica Tech, Subotica, Serbia
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;
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2014 IEEE 15th International Symposium on
Conference_Location :
Budapest
DOI :
10.1109/CINTI.2014.7028668