Model matching in robot vision by subgraph isomorphism
Pattern Recognition
Self-organizing maps
A New Algorithm for Error-Tolerant Subgraph Isomorphism Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
The String-to-String Correction Problem
Journal of the ACM (JACM)
Matching Hierarchical Structures Using Association Graphs
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Shape Analysis Model with Applications to a Character Recognition System
IEEE Transactions on Pattern Analysis and Machine Intelligence
Structural Matching in Computer Vision Using Probabilistic Relaxation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Genetic Search for Structural Matching
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
Recent Advances in Structural Pattern Recognition with Applications to Visual Form Analysis
IWVF-4 Proceedings of the 4th International Workshop on Visual Form
Validation indices for graph clustering
Pattern Recognition Letters - Special issue: Graph-based representations in pattern recognition
Central Clustering of Attributed Graphs
Machine Learning
On the Generalization Ability of GRLVQ Networks
Neural Processing Letters
Object and image indexing based on region connection calculus and oriented matroid theory
Discrete Applied Mathematics - Special issue: Advances in discrete geometry and topology (DGCI 2003)
Adaptive topological tree structure for document organisation and visualisation
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Protein classification by matching and clustering surface graphs
Pattern Recognition
Edit distance-based kernel functions for structural pattern classification
Pattern Recognition
Clustering Using Class Specific Hyper Graphs
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Graph self-organizing maps for cyclic and unbounded graphs
Neurocomputing
Object and image indexing based on region connection calculus and oriented matroid theory
Discrete Applied Mathematics - Special issue: Advances in discrete geometry and topology (DGCI 2003)
The Journal of Machine Learning Research
Self-organizing graph edit distance
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
Comparison of distance measures for graph-based clustering of documents
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
Graph clustering using the weighted minimum common supergraph
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
A competitive winner-takes-all architecture for classification and pattern recognition of structures
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
A recommender for conflict resolution support in optimistic model versioning
Proceedings of the ACM international conference companion on Object oriented programming systems languages and applications companion
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Large sample statistics in the domain of graphs
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Visualization of the similar protein structures using SOM neural network and graph spectra
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Computer Vision and Image Understanding
Perspectives of self-adapted self-organizing clustering in organic computing
BioADIT'06 Proceedings of the Second international conference on Biologically Inspired Approaches to Advanced Information Technology
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
A self-organizing map for transactional data and the related categorical domain
Applied Soft Computing
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Self-organizing map (som) is a flexible method that can be applied to various tasks in pattern recognition. However it is limited in the sense that it uses only pattern representations in terms of feature vectors. It was only recently that an extension to strings was proposed. In the present paper we go a step further and present a version of som that works in the domain of graphs. Graphs are a powerful data structure that include pattern representations based on strings and feature vectors as special cases. After introducing the new method a number of experiments will be described demonstrating its feasibility in the context of a graph clustering task.