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A Cluster Algorithm Identifying the Clustering Structure

2008 International Conference on Computer Science and Software Engineering, 2008
Cluster analysis is a primary method for database mining. Most of clustering algorithms require input parameters which are hard to determine but have a significant influence on the clustering result. Furthermore, for many real-datasets there does not exist a global parameter setting for which the result of the clustering algorithm describes the ...
openaire   +1 more source

A Robust Information Clustering Algorithm

Neural Computation, 2005
We focus on the scenario of robust information clustering (RIC) based on the minimax optimization of mutual information (MI). The minimization of MI leads to the standard mass-constrained deterministic annealing clustering, which is an empirical risk-minimization algorithm.
openaire   +4 more sources

On the Abstraction of a Categorical Clustering Algorithm

2016
Despite being one of the most common approach in unsupervised data analysis, a very small literature exists on the formalization of clustering algorithms. This paper proposes a semiring-based methodology, named Feature-Cluster Algebra, which is applied to abstract the representation of a labeled tree structure representing a hierarchical categorical ...
Mina Sheikhalishahi   +2 more
openaire   +3 more sources

Clustering Genetic Algorithm

18th International Conference on Database and Expert Systems Applications (DEXA 2007), 2007
openaire   +1 more source

An efficient k-means clustering algorithm: analysis and implementation

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002
N S Netanyahu
exaly  

The global k-means clustering algorithm

Pattern Recognition, 2003
Aristidis Likas, Nikos Vlassis
exaly  

Genetic algorithm-based clustering technique

Pattern Recognition, 2000
Sanghamitra Bandyopadhyay   +1 more
exaly  

Fast density clustering strategies based on the k-means algorithm

Pattern Recognition, 2017
Jiye Liang, Liang Bai, Hua-Wei Shen
exaly  

Ant clustering algorithm with K-harmonic means clustering

Expert Systems With Applications, 2010
Fengqin Yang
exaly  

A fuzzy k-modes algorithm for clustering categorical data

IEEE Transactions on Fuzzy Systems, 1999
M K Ng
exaly  

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