Algorithms for clustering data
Algorithms for clustering data
Unsupervised Optimal Fuzzy Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
IEEE Transactions on Fuzzy Systems
Adaptive fuzzy c-shells clustering and detection of ellipses
IEEE Transactions on Neural Networks
A Robust Competitive Clustering Algorithm With Applications in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-Organization of Pulse-Coupled Oscillators with Application to Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Agglomerative Learning Algorithms for General Fuzzy Min-Max Neural Network
Journal of VLSI Signal Processing Systems
Image Segmentation by Nonparametric Clustering Based on the Kolmogorov-Smirnov Distance
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Unsupervised Categorization for Image Database Overview
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
Image Retrieval by Regions: Coarse Segmentation and Fine Color Description
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
A Similarity-Based Robust Clustering Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning image semantics from users relevance feedback
Proceedings of the 12th annual ACM international conference on Multimedia
General C-Means Clustering Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Active semi-supervised fuzzy clustering for image database categorization
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Robust growing neural gas algorithm with application in cluster analysis
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Improvement of web data clustering using web page contents
Intelligent information processing II
Pattern Recognition
Active semi-supervised fuzzy clustering
Pattern Recognition
Active semi-supervised fuzzy clustering
Pattern Recognition
Relational fuzzy approach for mining user profiles
FS'07 Proceedings of the 8th Conference on 8th WSEAS International Conference on Fuzzy Systems - Volume 8
An overview of clustering methods
Intelligent Data Analysis
Fuzzy connectivity clustering with radial basis kernel functions
Fuzzy Sets and Systems
A swarm-inspired projection algorithm
Pattern Recognition
A new clustering approach using similarity of patterns texture
Intelligent Data Analysis
Elliptical anomalies in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Generalized competitive learning of Gaussian mixture models
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
Semi-supervised classification method for dynamic applications
Fuzzy Sets and Systems
Some Pairwise Constrained Semi-Supervised Fuzzy c-Means Clustering Algorithms
MDAI '09 Proceedings of the 6th International Conference on Modeling Decisions for Artificial Intelligence
Context extraction for local fusion using fuzzy clustering and feature discrimination
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
IEEE Transactions on Fuzzy Systems
Gaussian mixture learning via robust competitive agglomeration
Pattern Recognition Letters
Automatically detecting and classifying noises in document images
Proceedings of the 2010 ACM Symposium on Applied Computing
Interval competitive agglomeration clustering algorithm
Expert Systems with Applications: An International Journal
On the efficiency of swap-based clustering
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Fractional particle swarm optimization in multidimensional search space
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Personalized long-term ECG classification: A systematic approach
Expert Systems with Applications: An International Journal
A novel clustering algorithm based on gravity and cluster merging
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
A semi-supervised fuzzy clustering algorithm applied to gene expression data
Pattern Recognition
Applying agglomerative fuzzy K-means to reduce the cost of telephone marketing
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
A clustering-based approach for the identification of a class of temporally switched linear systems
Pattern Recognition Letters
Engineering Applications of Artificial Intelligence
Generalized agglomerative fuzzy clustering
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
A genetic algorithm-based clustering and two-scan labelling for colour image segmentation
International Journal of Computational Vision and Robotics
A dissimilarity measure based Fuzzy c-means FCM clustering algorithm
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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We present a new clustering algorithm called Competitive Agglomeration (CA), which minimizes an objective function that incorporates the advantages of both hierarchical and partitional clustering. The CA algorithm produces a sequence of partitions with a decreasing number of clusters. The initial partition has an over specified number of clusters, and the final one has the ''optimal'' number of clusters. The update equation in the CA algorithm creates an environment in which clusters compete for feature points and only clusters with large cardinalities survive. The algorithm can incorporate different distance measures in the objective function to f find an unknown number of clusters of various shapes.