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» A Quality Measure for Distributed Clustering
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93
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SDM
2009
SIAM
114views Data Mining» more  SDM 2009»
16 years 23 days ago
On the Comparison of Relative Clustering Validity Criteria.
Many different relative clustering validity criteria exist that are very useful in practice as quantitative measures for evaluating the quality of data partitions, and new criter...
Lucas Vendramin, Ricardo J. G. B. Campello, Eduard...
130
Voted
CIARP
2005
Springer
15 years 9 months ago
Dynamic Hierarchical Compact Clustering Algorithm
Abstract. In this paper we introduce a general framework for hierarchical clustering that deals with both static and dynamic data sets. From this framework, different hierarchical...
Reynaldo Gil-García, José Manuel Bad...
NIPS
2007
15 years 5 months ago
Consistent Minimization of Clustering Objective Functions
Clustering is often formulated as a discrete optimization problem. The objective is to find, among all partitions of the data set, the best one according to some quality measure....
Ulrike von Luxburg, Sébastien Bubeck, Stefa...
144
Voted
ISPASS
2005
IEEE
15 years 9 months ago
Measuring Program Similarity: Experiments with SPEC CPU Benchmark Suites
Performance evaluation using only a subset of programs from a benchmark suite is commonplace in computer architecture research. This is especially true during early design space e...
Aashish Phansalkar, Ajay Joshi, Lieven Eeckhout, L...
135
Voted
CLUSTER
2006
IEEE
15 years 7 months ago
STAS: A Scalability Testing and Analysis System
Scalability is a crucial factor in performance evaluation and analysis of parallel and distributed systems. Much effort has been devoted to scalability research and several metric...
Yong Chen, Xian-He Sun