77 search results - page 1 / 16 » PBIRCH: A Scalable Parallel Clustering algorithm for Increme... |
IDEAS
2006
IEEE
13 years 10 months ago
2006
IEEE
We present a parallel version of BIRCH with the objective of enhancing the scalability without compromising on the quality of clustering. The incoming data is distributed in a cyc...
CLUSTER
2009
IEEE
13 years 9 months ago
2009
IEEE
—Statistical analysis is widely used for countless scientific applications in order to analyze and infer meaning from data. A key challenge of any statistical analysis package a...
DATAMINE
1999
13 years 4 months ago
1999
Abstract. We describe a scalable parallel implementation of the self organizing map (SOM) suitable for datamining applications involving clustering or segmentation against large da...
SIGMOD
2011
ACM
12 years 7 months ago
2011
ACM
Today’s one-pass analytics applications tend to be data-intensive in nature and require the ability to process high volumes of data efficiently. MapReduce is a popular programm...
ICPP
2000
IEEE
13 years 8 months ago
2000
IEEE
Clustering is a data mining problem which finds dense regions in a sparse multi-dimensional data set. The attribute values and ranges of these regions characterize the clusters. ...