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» Efficient incremental constrained clustering
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ICPR
2008
IEEE
13 years 11 months ago
Incremental clustering via nonnegative matrix factorization
Nonnegative matrix factorization (NMF) has been shown to be an efficient clustering tool. However, NMF`s batch nature necessitates recomputation of whole basis set for new samples...
Serhat Selcuk Bucak, Bilge Günsel
COLING
1996
13 years 6 months ago
Incremental Translation Utilizing Constituent Boundary Patterns
We have proposed an incremental translation method in Transfer-Driven Machine Translation (TDMT). In this method, constituent boundary patterns are applied to an input in a bottom...
Osamu Furuse, Hitoshi Iida
CIKM
2008
Springer
13 years 6 months ago
A consensus based approach to constrained clustering of software requirements
Managing large-scale software projects involves a number of activities such as viewpoint extraction, feature detection, and requirements management, all of which require a human a...
Chuan Duan, Jane Cleland-Huang, Bamshad Mobasher
BMCBI
2004
158views more  BMCBI 2004»
13 years 4 months ago
Incremental genetic K-means algorithm and its application in gene expression data analysis
Background: In recent years, clustering algorithms have been effectively applied in molecular biology for gene expression data analysis. With the help of clustering algorithms suc...
Yi Lu, Shiyong Lu, Farshad Fotouhi, Youping Deng, ...
ICCV
2009
IEEE
14 years 10 months ago
Constrained Clustering by Spectral Kernel Learning
Clustering performance can often be greatly improved by leveraging side information. In this paper, we consider constrained clustering with pairwise constraints, which specify s...
Zhenguo Li, Jianzhuang Liu