A Nonlinear Mapping for Data Structure Analysis
IEEE Transactions on Computers
A formal description for two-dimensional patterns
IJCAI'69 Proceedings of the 1st international joint conference on Artificial intelligence
IBM Journal of Research and Development
Distance and Feature-Based Clustering of Time Series: An Application on Neurophysiology
SETN '02 Proceedings of the Second Hellenic Conference on AI: Methods and Applications of Artificial Intelligence
Evidence Accumulation Clustering Based on the K-Means Algorithm
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
AUTOCLUST+: Automatic Clustering of Point-Data Sets in the Presence of Obstacles
TSDM '00 Proceedings of the First International Workshop on Temporal, Spatial, and Spatio-Temporal Data Mining-Revised Papers
Parallel Fuzzy c-Means Clustering for Large Data Sets
Euro-Par '02 Proceedings of the 8th International Euro-Par Conference on Parallel Processing
On the Nature of Structure and Its Identification
WG '99 Proceedings of the 25th International Workshop on Graph-Theoretic Concepts in Computer Science
Finding Consistent Clusters in Data Partitions
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Image Segmentation Using Local Variation
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Legibility Enhancement for Information Visualisation
VIS '95 Proceedings of the 6th conference on Visualization '95
Using perceptual grouping for object group selection
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Random Walks for Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dominant Sets and Pairwise Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A clustering algorithm based on maximal θ-distant subtrees
Pattern Recognition
Visualization of machine clustering for a Taiwanese IC packaging foundry
Expert Systems with Applications: An International Journal
Engineering graph clustering: Models and experimental evaluation
Journal of Experimental Algorithmics (JEA)
A subexponential algorithm for the coloured tree partition problem
Discrete Applied Mathematics
A new algorithm for clustering search results
Data & Knowledge Engineering
Signal Processing
Texture retrieval based on a non-parametric measure for multivariate distributions
Proceedings of the 6th ACM international conference on Image and video retrieval
Fast Algorithms for Constructing Minimal Spanning Trees in Coordinate Spaces
IEEE Transactions on Computers
A Model-Based Vision System for Industrial Parts
IEEE Transactions on Computers
A Triangulation Method for the Sequential Mapping of Points from N-Space to Two-Space
IEEE Transactions on Computers
Building a Distance Function for Gestalt Grouping
IEEE Transactions on Computers
A Graph-Theoretic Approach to Nonparametric Cluster Analysis
IEEE Transactions on Computers
Representation of Nonlinear Data Surfaces
IEEE Transactions on Computers
IEEE Transactions on Computers
Nonparametric Learning Without a Teacher Based on Mode Estimation
IEEE Transactions on Computers
Locating Object Boundaries in Textured Environments
IEEE Transactions on Computers
Clustering Using a Similarity Measure Based on Shared Near Neighbors
IEEE Transactions on Computers
An Alternative Definition for "Neighborhood of a Point"
IEEE Transactions on Computers
An Algorithm for Determining the Topological Dimensionality of Point Clusters
IEEE Transactions on Computers
A Method of Using Cluster Analysis to Study Statistical Dependence in Multivariate Data
IEEE Transactions on Computers
Automatic kernel clustering with a Multi-Elitist Particle Swarm Optimization Algorithm
Pattern Recognition Letters
Intelligent object group selection
CHI '08 Extended Abstracts on Human Factors in Computing Systems
Interpreting TF-IDF term weights as making relevance decisions
ACM Transactions on Information Systems (TOIS)
Statistical properties of community structure in large social and information networks
Proceedings of the 17th international conference on World Wide Web
Effective clustering and boundary detection algorithm based on Delaunay triangulation
Pattern Recognition Letters
Providing k-anonymity in data mining
The VLDB Journal — The International Journal on Very Large Data Bases
Image categorization: Graph edit distance+edge direction histogram
Pattern Recognition
Improving density-based methods for hierarchical clustering of web pages
Data & Knowledge Engineering
GAKREM: A novel hybrid clustering algorithm
Information Sciences: an International Journal
Improvement of Jarvis-Patrick Clustering Based on Fuzzy Similarity
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Data Clustering with Semi-binary Nonnegative Matrix Factorization
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Proximity Graphs Based Multi-scale Image Segmentation
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
The assignment of computational tasks among processors in a distributed system
AFIPS '81 Proceedings of the May 4-7, 1981, national computer conference
A sweep-line algorithm for spatial clustering
Advances in Engineering Software
Large-scale service overlay networking with distance-based clustering
Proceedings of the ACM/IFIP/USENIX 2003 International Conference on Middleware
Spanning Tree Based Attribute Clustering
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Benchmarking graph-based clustering algorithms
Image and Vision Computing
Clustering with r-regular graphs
Pattern Recognition
Graph-Based Representations in Pattern Recognition and Computational Intelligence
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Graph Matching Based on Node Signatures
GbRPR '09 Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition
A Learning Algorithm for the Optimum-Path Forest Classifier
GbRPR '09 Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition
Substructure discovery using minimum description length and background knowledge
Journal of Artificial Intelligence Research
Feature selection in colour images for token matching
IJCAI'87 Proceedings of the 10th international joint conference on Artificial intelligence - Volume 2
Density link-based methods for clustering web pages
Decision Support Systems
A Clustering Heuristic for Line-Drawing Analysis
IEEE Transactions on Computers
Computer Vision and Image Understanding
Unsupervised active learning based on hierarchical graph-theoretic clustering
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Clustering: A neural network approach
Neural Networks
Lower bounds for the partitioning of graphs
IBM Journal of Research and Development
Density-based microaggregation for statistical disclosure control
Expert Systems with Applications: An International Journal
A bacterial evolutionary algorithm for automatic data clustering
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
A spectral distribution approach to fingerprint verification
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Simultaneous fuzzy segmentation of multiple objects
Discrete Applied Mathematics - Special issue: IWCIA 2003 - Ninth international workshop on combinatorial image analysis
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
New filtering approaches for phishing email
Journal of Computer Security - EU-Funded ICT Research on Trust and Security
Research on the smart antenna algorithm in TD-SCDMA
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Semi-supervised statistical region refinement for color image segmentation
Pattern Recognition
A new approach to clustering data with arbitrary shapes
Pattern Recognition
Clustering dense graphs: A web site graph paradigm
Information Processing and Management: an International Journal
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-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
Modeling the web as a hypergraph to compute page reputation
Information Systems
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
A new greedy algorithm for improving b-coloring clustering
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
A graph-based clustering method and its applications
BVAI'07 Proceedings of the 2nd international conference on Advances in brain, vision and artificial intelligence
Consensus clustering using spectral theory
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Fast euclidean minimum spanning tree: algorithm, analysis, and applications
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting qualitative dynamics from numerical experiments
AAAI'87 Proceedings of the sixth National conference on Artificial intelligence - Volume 2
A novel clustering approach: Artificial Bee Colony (ABC) algorithm
Applied Soft Computing
Extracting qualitative dynamics from numerical experiments
AAAI'87 Proceedings of the sixth National conference on Artificial intelligence - Volume 2
Maximum normalized spacing for efficient visual clustering
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
GREC'09 Proceedings of the 8th international conference on Graphics recognition: achievements, challenges, and evolution
Multiobjective data clustering
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
An efficient color image segmentation algorithm using hybrid approaches
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
A neighborhood density estimation clustering algorithm based on minimum spanning tree
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
A static video summarization method based on hierarchical clustering
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Automatically finding clusters in normalized cuts
Pattern Recognition
Asymptotic analysis of a nonparametric clustering technique
IEEE Transactions on Computers
A new graph-theoretic approach to clustering and segmentation
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Minimum spanning tree based split-and-merge: A hierarchical clustering method
Information Sciences: an International Journal
A new clustering approach on the basis of dynamical neural field
Neural Computation
Incremental algorithm for hierarchical minimum spanning forests and saliency of watershed cuts
ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
A graph model for mutual information based clustering
Journal of Intelligent Information Systems
RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
Making decisions in multi partitioning
ADT'11 Proceedings of the Second international conference on Algorithmic decision theory
A graph-based method for detecting and classifying clusters in mammographic images
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Evaluating minimum spanning tree based segmentation algorithms
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Geometric minimum spanning trees with GEOFILTERKRUSKAL*
SEA'10 Proceedings of the 9th international conference on Experimental Algorithms
Fast, quality, segmentation of large volumes – isoperimetric distance trees
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Clustering based on principal curve
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Data clustering with a neuro-immune network
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Hybrid minimal spanning tree and mixture of gaussians based clustering algorithm
FoIKS'06 Proceedings of the 4th international conference on Foundations of Information and Knowledge Systems
A novel clustering algorithm based on immune network with limited resource
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Fuzzy segmentation of color video shots
DGCI'06 Proceedings of the 13th international conference on Discrete Geometry for Computer Imagery
Adaptive radius immune algorithm for data clustering
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Algorithm that mimics human perceptual grouping of dot patterns
BVAI'05 Proceedings of the First international conference on Brain, Vision, and Artificial Intelligence
Intuitionistic fuzzy MST clustering algorithms
Computers and Industrial Engineering
International Journal of Approximate Reasoning
A fast and effective partitioning algorithm for document clustering
ICDEM'10 Proceedings of the Second international conference on Data Engineering and Management
Computer Science Review
Sequential minimal optimization in convex clustering repetitions
Statistical Analysis and Data Mining
A test of randomness based on the minimal spanning tree
Pattern Recognition Letters
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Parameter-lite clustering algorithm based on MST and fuzzy similarity merging
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
A minimum spanning tree-inspired clustering-based outlier detection technique
ICDM'12 Proceedings of the 12th Industrial conference on Advances in Data Mining: applications and theoretical aspects
A genetic graph-based clustering algorithm
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Towards hierarchical clustering
CSR'07 Proceedings of the Second international conference on Computer Science: theory and applications
A survey of graph theoretical approaches to image segmentation
Pattern Recognition
An evolutionary and graph-based method for image segmentation
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
A hierarchical image segmentation algorithm based on an observation scale
SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Quantum speed-up for unsupervised learning
Machine Learning
Triangular kernel nearest-neighbor-based clustering algorithm for discovering true clusters
PAKDD'12 Proceedings of the 2012 Pacific-Asia conference on Emerging Trends in Knowledge Discovery and Data Mining
A genetic algorithm for color image segmentation
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Faster construction of ball-partitioning-based metric access methods
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Dense subgraph mining with a mixed graph model
Pattern Recognition Letters
A sample-based hierarchical adaptive K-means clustering method for large-scale video retrieval
Knowledge-Based Systems
Clustering based on a near neighbor graph and a grid cell graph
Journal of Intelligent Information Systems
Fast parameterless density-based clustering via random projections
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Enhancing minimum spanning tree-based clustering by removing density-based outliers
Digital Signal Processing
ABK-means: an algorithm for data clustering using ABC and K-means algorithm
International Journal of Computational Science and Engineering
Proceedings of the 25th Australian Computer-Human Interaction Conference: Augmentation, Application, Innovation, Collaboration
Latency based group discovery algorithm for network aware cloud scheduling
Future Generation Computer Systems
Collaborative spatial classification
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
Optimized graph-based segmentation for ultrasound images
Neurocomputing
A re-coloring approach for graph b-coloring based clustering
International Journal of Knowledge-based and Intelligent Engineering Systems
Hi-index | 15.03 |
A family of graph-theoretical algorithms based on the minimal spanning tree are capable of detecting several kinds of cluster structure in arbitrary point sets; description of the detected clusters is possible in some cases by extensions of the method. Development of these clustering algorithms was based on examples from two-dimensional space because we wanted to copy the human perception of gestalts or point groupings. On the other hand, all the methods considered apply to higher dimensional spaces and even to general metric spaces. Advantages of these methods include determinacy, easy interpretation of the resulting clusters, conformity to gestalt principles of perceptual organization, and invariance of results under monotone transformations of interpoint distance. Brief discussion is made of the application of cluster detection to taxonomy and the selection of good feature spaces for pattern recognition. Detailed analyses of several planar cluster detection problems are illustrated by text and figures. The well-known Fisher iris data, in four-dimensional space, have been analyzed by these methods also. PL/1 programs to implement the minimal spanning tree methods have been fully debugged.