A massively parallel architecture for a self-organizing neural pattern recognition machine
Computer Vision, Graphics, and Image Processing
Algorithms for clustering data
Algorithms for clustering data
The 'Neural' Phonetic Typewriter
Computer
Self-organization and associative memory: 3rd edition
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Shape From Texture: Integrating Texture-Element Extraction and Surface Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Context-free attentional operators: the generalized symmetry transform
International Journal of Computer Vision - Special issue on qualitative vision
Comments on "Symmetry as a Continuous Feature"
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Clustering Algorithms
Digital Image Processing
Symmetry as a Continuous Feature
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-Organizing Neural Networks for Data Projection
ICSC '99 Proceedings of the 5th International Computer Science Conference on Internet Applications
A self-organizing network for hyperellipsoidal clustering (HEC)
IEEE Transactions on Neural Networks
Using symmetry in robust model fitting
Pattern Recognition Letters
A Modified K-Means Algorithm for Circular Invariant Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
An efficient line symmetry-based K-means algorithm
Pattern Recognition Letters
Faster and more robust point symmetry-based K-means algorithm
Pattern Recognition
Face recognition using point symmetry distance-based RBF network
Applied Soft Computing
An Image Retrieval System Based on the Color, Areas, and Perimeters of Objects
Fundamenta Informaticae
GAPS: A clustering method using a new point symmetry-based distance measure
Pattern Recognition
Toward knowledge-driven data mining
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Domain-Driven, Actionable Knowledge Discovery
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Pattern Recognition Letters
A ROI image retrieval method based on CVAAO
Image and Vision Computing
A Practical Clustering Algorithm
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks
International Journal of Remote Sensing
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Weighted locally linear embedding for dimension reduction
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A multi-prototype clustering algorithm
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Some Symmetry Based Classifiers
Fundamenta Informaticae
A smart content-based image retrieval system based on color and texture feature
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A swarm-inspired projection algorithm
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A new point symmetry based fuzzy genetic clustering technique for automatic evolution of clusters
Information Sciences: an International Journal
NIVA: a Robust cluster validity
ICCOM'08 Proceedings of the 12th WSEAS international conference on Communications
A new multiobjective simulated annealing based clustering technique using symmetry
Pattern Recognition Letters
WSEAS Transactions on Computers
Clustering: A neural network approach
Neural Networks
Semi-GAPS: A Semi-supervised Clustering Method Using Point Symmetry
Fundamenta Informaticae
A Point Symmetry-Based Automatic Clustering Approach Using Differential Evolution
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Leukocyte Recognition Using EM-Algorithm
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Segmentation of Breast Cancer Fine Needle Biopsy Cytological Images
International Journal of Applied Mathematics and Computer Science - Special Section: Selected Topics in Biological Cybernetics, Special Editors: Andrzej Kasiński and Filip Ponulak
An improved unsupervised clustering algorithm based on population Markov chain
International Journal of Computers and Applications
Revised PSK clustering algorithm
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
A new approach to clustering data with arbitrary shapes
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An image retrieval system based on colors and shapes of objects
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Density-sensitive evolutionary clustering
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Perimeter intercepted length and color t-value as features for nature-image retrieval
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
A new multiobjective clustering technique based on the concepts of stability and symmetry
Knowledge and Information Systems
Quantization-based clustering algorithm
Pattern Recognition
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part III
A clonal selection clustering algorithm using pointed symmetry-based distance measure
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Use of a fuzzy granulation--degranulation criterion for assessing cluster validity
Fuzzy Sets and Systems
A comparison of internal and external cluster validation indexes
AMERICAN-MATH'11/CEA'11 Proceedings of the 2011 American conference on applied mathematics and the 5th WSEAS international conference on Computer engineering and applications
Fast color-spatial feature based image retrieval methods
Expert Systems with Applications: An International Journal
On nonmetric similarity search problems in complex domains
ACM Computing Surveys (CSUR)
Partitioning hard clustering algorithms based on multiple dissimilarity matrices
Pattern Recognition
WSEAS TRANSACTIONS on COMMUNICATIONS
Hierarchical clustering with proximity metric derived from approximate reflectional symmetry
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
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RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
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EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Some Symmetry Based Classifiers
Fundamenta Informaticae
An Image Retrieval System Based on the Color, Areas, and Perimeters of Objects
Fundamenta Informaticae
Information Sciences: an International Journal
Fast K-means algorithm based on a level histogram for image retrieval
Expert Systems with Applications: An International Journal
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In this paper, we propose a modified version of the K-means algorithm to cluster data. The proposed algorithm adopts a novel nonmetric distance measure based on the idea of 驴point symmetry.驴 This kind of 驴point symmetry distance驴 can be applied in data clustering and human face detection. Several data sets are used to illustrate its effectiveness.