Cluster analysis and related issues
Handbook of pattern recognition & computer vision
Self-organizing maps
A New Algorithm for Error-Tolerant Subgraph Isomorphism Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
Weighted mean of a pair of graphs
Computing
Self-organizing map for clustering in the graph domain
Pattern Recognition Letters - In memory of Professor E.S. Gelsema
Recent Advances in Structural Pattern Recognition with Applications to Visual Form Analysis
IWVF-4 Proceedings of the 4th International Workshop on Visual Form
Adaptive topological tree structure for document organisation and visualisation
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Protein classification by matching and clustering surface graphs
Pattern Recognition
Validation and interpretation of Web users' sessions clusters
Information Processing and Management: an International Journal
A transaction pattern analysis system based on neural network
Expert Systems with Applications: An International Journal
Benchmarking graph-based clustering algorithms
Image and Vision Computing
Multi-instance clustering with applications to multi-instance prediction
Applied Intelligence
A new clustering approach using similarity of patterns texture
Intelligent Data Analysis
Comparison of similarity measures for clustering Turkish documents
Intelligent Data Analysis
Self-organizing graph edit distance
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
Graph-based tools for data mining and machine learning
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Assessing the performance of a graph-based clustering algorithm
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Online structural graph clustering using frequent subgraph mining
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Towards a standard methodology to evaluate internal cluster validity indices
Pattern Recognition Letters
Graph descriptors from B-matrix representation
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Unsupervised video surveillance
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Pattern recognition approach to identify natural clusters of acoustic emission signals
Pattern Recognition Letters
Integration of ant colony SOM and k-means for clustering analysis
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Model-Based cluster analysis for web users sessions
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Towards the unification of structural and statistical pattern recognition
Pattern Recognition Letters
Pattern analysis with graphs: Parallel work at Bern and York
Pattern Recognition Letters
Local and global scaling reduce hubs in space
The Journal of Machine Learning Research
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
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In this paper, a new clustering algorithm for the domain of graphs is introduced. Also a number of cluster validation indices are reviewed. These indices aim at finding the optimal number of clusters automatically. The suitability of the considered indices is experimentally evaluated.