Title
An Experimental Evaluation of Incremental and Hierarchical k-Median Algorithms
Abstract
In this article, we consider different incremental and hierarchical k-median algorithms with provable performance guarantees and compare their running times and quality of output solutions on different benchmark k-median datasets. We determine that the quality of solutions output by these algorithms for all the datasets is much better than their performance guarantees suggest. Since some of the incremental k-median algorithms require approximate solutions for the k-median problem, we also compare some of the existing k-median algorithms running times and quality of solutions obtained on these datasets.
Year
DOI
Venue
2011
10.1145/2543628
ACM Journal of Experimental Algorithmics
Keywords
DocType
Volume
approximate solution,existing k-median algorithm,k-median problem,performance guarantee,provable performance guarantee,hierarchical k-median algorithm,solutions output,output solution,experimental evaluation,different benchmark k-median datasets,incremental k-median algorithm
Conference
18,
ISSN
Citations 
PageRank 
0302-9743
0
0.34
References 
Authors
11
2
Name
Order
Citations
PageRank
Chandrashekhar Nagarajan11517.62
David P. Williamson23564413.34