Clustering Data Streams, by
Sudipto Guha, Nina Mishra, Rajeev Motwani, and Liadan O'Callaghan,
which appeared
in FOCS 2000.
Streaming-Data Algorithms for High-Quality
Clustering, by Liadan O'Callaghan, Nina Mishra, Adam Meyerson,
Sudipto Guha, and Rajeev Motwani, which appeared in ICDE 2002.
Clustering Data Streams: Theory and
Practice, by Sudipto Guha, Adam Meyerson, Nina Mishra, Rajeev
Motwani, and Liadan O'Callaghan, a journal version of the above two
papers, which appeared in a TKDE special issue on clustering,
vol. 15, 2003.
Representing Graph Metrics with Fewest Edges
, by Tomas Feder, Adam Meyerson, Rajeev Motwani, Liadan
O'Callaghan, and Rina Panigrahy, which appeared in STACS 2003.
Computing Shortest Paths with Uncertainty
, by Tomas Feder, Rajeev Motwani, Liadan O'Callaghan, Chris
Olston, and Rina Panigrahy, which appeared in STACS 2003.
Towards the Visualization of Overlapping Sets
, by Xavier Boyen, Nina Mishra, and Liadan O'Callaghan, presented
at DIMACS Computational Geometry Workshop, November, 2002.
Maintaining Variance
and k-Medians over Data Stream Windows, by Brian Babcock, Mayur Datar,
Rajeev Motwani, and Liadan O'Callaghan, which appeared in PODS
2003.
Better Streaming Algorithms for Clustering
Problems, by Moses Charikar, Liadan O'Callaghan, and Rina
Panigrahy, which appeared in STOC 2003.
The code, as written, computes a clustering of a given set of points, and can easily be used as the clustering subroutine of the divide-and-conquer algorithm given in the paper.
This code is provided for examination by anyone who may be interested in implementing local search clustering algorithms; it is not intended to be run, but to be used as a starting point for anyone who wants to write his or her own implementation. In particular: We, the authors, do not provide a license for the use of this code. If you use this code instead of writing your own, we don't want to know :-). We do not claim that it works, and will not maintain it or provide support to those who use it. Use of this code is at the risk of the user. The code is copyrighted 2001 by Adam Meyerson and Liadan O'Callaghan.