544 search results - page 3 / 109 » Clustering with Instance-level Constraints |
ICASSP
2010
IEEE
13 years 6 months ago
2010
IEEE
We propose a new approach to semi-supervised clustering that utilizes boosting to simultaneously learn both a similarity measure and a clustering of the data from given instancele...
ICML
2007
IEEE
14 years 9 months ago
2007
IEEE
Clustering with constraints is a developing area of machine learning. Various papers have used constraints to enforce particular clusterings, seed clustering algorithms and even l...
ICPR
2008
IEEE
14 years 3 months ago
2008
IEEE
A novel unsupervised clustering algorithm called Hyperclique Pattern-KMEANS (HP-KMEANS) is presented. Considering recent success in semisupervised clustering using pair-wise const...
ICTAI
2009
IEEE
13 years 6 months ago
2009
IEEE
We propose a new method for solving structured CSPs which generalizes and improves the Cyclic-Clustering approach [4]. First, the cutset and the tree-decomposition of the constrai...
KDD
2007
ACM
14 years 9 months ago
2007
ACM
Data clustering is an important task in many disciplines. A large number of studies have attempted to improve clustering by using the side information that is often encoded as pai...