Boundary Detection by Constrained Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Parallel and Deterministic Algorithms from MRFs: Surface Reconstruction
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Graduated Assignment Algorithm for Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Constrained Clustering as an Optimization Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Texture Segmentation in a Deterministic Annealing Framework
IEEE Transactions on Pattern Analysis and Machine Intelligence
An energy function and continuous edit process for graph matching
Neural Computation
A stochastic self-organizing map for proximity data
Neural Computation
ACM Computing Surveys (CSUR)
Classification with Nonmetric Distances: Image Retrieval and Class Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence - Graph Algorithms and Computer Vision
Structural Graph Matching Using the EM Algorithm and Singular Value Decomposition
IEEE Transactions on Pattern Analysis and Machine Intelligence - Graph Algorithms and Computer Vision
Information Theoretic Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Active learning in neural networks
New learning paradigms in soft computing
Unsupervised Learning of Finite Mixture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
OCTOPUS: aggressive search of multi-modality data using multifaceted knowledge base
Proceedings of the 11th international conference on World Wide Web
Associative Clustering for Clusters of Arbitrary Distribution Shapes
Neural Processing Letters
A new discriminative kernel from probabilistic models
Neural Computation
Pairwise Clustering with Matrix Factorisation and the EM Algorithm
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
Multivariate Saddle Point Detection for Statistical Clustering
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Detecting Functionally Coherent Networks in fMRI Data of the Human Brain Using Replicator Dynamics
IPMI '01 Proceedings of the 17th International Conference on Information Processing in Medical Imaging
An Expectation-Maximisation Framework for Perceptual Grouping
IWVF-4 Proceedings of the 4th International Workshop on Visual Form
Clustering of Categoric Data in Medicine - Application of Evolutionary Algorithms
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
A New Distance Measure for Non-rigid Image Matching
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Path Based Pairwise Data Clustering with Application to Texture Segmentation
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Image Labeling and Grouping by Minimizing Linear Functionals over Cones
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
A Maximum Likelihood Framework for Grouping and Segmentation
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Discovering Shape Categories by Clustering Shock Trees
CAIP '01 Proceedings of the 9th International Conference on Computer Analysis of Images and Patterns
Data Resampling for Path Based Clustering
Proceedings of the 24th DAGM Symposium on Pattern Recognition
Unsupervised Image Partitioning with Semidefinite Programming
Proceedings of the 24th DAGM Symposium on Pattern Recognition
A Hierarchical Framework for Spectral Correspondence
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Path-Based Clustering for Grouping of Smooth Curves and Texture Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Computation
A new point matching algorithm for non-rigid registration
Computer Vision and Image Understanding - Special issue on nonrigid image registration
Hidden Markov Random Field Model Selection Criteria Based on Mean Field-Like Approximations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision and Image Understanding - Special issue on Face recognition
Binary Partitioning, Perceptual Grouping, and Restoration with Semidefinite Programming
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bagging for Path-Based Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Optimal Cluster Preserving Embedding of Nonmetric Proximity Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Learning of an Atlas from Unlabeled Point-Sets
IEEE Transactions on Pattern Analysis and Machine Intelligence
A unified framework for model-based clustering
The Journal of Machine Learning Research
Stability-based validation of clustering solutions
Neural Computation
Central Clustering of Attributed Graphs
Machine Learning
Applying discrete PCA in data analysis
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
Graph Edit Distance from Spectral Seriation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Simulated Annealing Using a Reversible Jump Markov Chain Monte Carlo Algorithm for Fuzzy Clustering
IEEE Transactions on Knowledge and Data Engineering
Statistical Shape Analysis: Clustering, Learning, and Testing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Generalizing Swendsen-Wang to Sampling Arbitrary Posterior Probabilities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-organizing maps and clustering methods for matrix data
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Image Segmentation by Networks of Spiking Neurons
Neural Computation
Mixture Modeling with Pairwise, Instance-Level Class Constraints
Neural Computation
A Competitive-Layer Model for Feature Binding and Sensory Segmentation
Neural Computation
Information Geometry of Mean-Field Approximation
Neural Computation
Deterministic annealing for semi-supervised kernel machines
ICML '06 Proceedings of the 23rd international conference on Machine learning
Support vector machines for dyadic data
Neural Computation
Fast algorithm and implementation of dissimilarity self-organizing maps
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Geodesic Matching with Free Extremities
Journal of Mathematical Imaging and Vision
Using duration models to reduce fragmentation in audio segmentation
Machine Learning
Dominant Sets and Pairwise Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Discovering Shape Classes using Tree Edit-Distance and Pairwise Clustering
International Journal of Computer Vision
Information cut for clustering using a gradient descent approach
Pattern Recognition
Image and Vision Computing
Cluster analysis of heterogeneous rank data
Proceedings of the 24th international conference on Machine learning
Local similarity discriminant analysis
Proceedings of the 24th international conference on Machine learning
Sample-size adaptive self-organization map for color images quantization
Pattern Recognition Letters
A novel similarity measure for data clustering
Intelligent Data Analysis
Generative models for similarity-based classification
Pattern Recognition
A Markov random field model for mode detection in cluster analysis
Pattern Recognition Letters
A hierarchical clustering algorithm based on the Hungarian method
Pattern Recognition Letters
Kernel-Based Grouping of Histogram Data
ECML '07 Proceedings of the 18th European conference on Machine Learning
Personalized Recommendations for the Web 3D
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Clustering Using Class Specific Hyper Graphs
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Color image segmentation using adaptive mean shift and statistical model-based methods
Computers & Mathematics with Applications
Statistical Mechanical Analysis of Fuzzy Clustering Based on Fuzzy Entropy
IEICE - Transactions on Information and Systems
Learning kernels from indefinite similarities
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
RECM: Relational evidential c-means algorithm
Pattern Recognition Letters
Median Topographic Maps for Biomedical Data Sets
Similarity-Based Clustering
Hierarchical Pairwise Segmentation Using Dominant Sets and Anisotropic Diffusion Kernels
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Cloud technologies for bioinformatics applications
Proceedings of the 2nd Workshop on Many-Task Computing on Grids and Supercomputers
Biomedical Case Studies in Data Intensive Computing
CloudCom '09 Proceedings of the 1st International Conference on Cloud Computing
Median fuzzy c-means for clustering dissimilarity data
Neurocomputing
Data clustering: 50 years beyond K-means
Pattern Recognition Letters
The Journal of Machine Learning Research
Pairwise data clustering and applications
COCOON'03 Proceedings of the 9th annual international conference on Computing and combinatorics
Color image segmentation using a model-based clustering and a MFA-EM algorithm
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Efficient image segmentation using pairwise pixel similarities
Proceedings of the 29th DAGM conference on Pattern recognition
Soft topographic map for clustering and classification of bacteria
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
A Solution of the Dichromatic Model for Multispectral Photometric Invariance
International Journal of Computer Vision
Performance of Windows Multicore Systems on Threading and MPI
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
Topographic mapping of large dissimilarity data sets
Neural Computation
Approximate pairwise clustering for large data sets via sampling plus extension
Pattern Recognition
On affine registration of planar point sets using complex numbers
Computer Vision and Image Understanding
A direct method for estimating planar projective transform
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Context sensitive information: model validation by information theory
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Multi-task regularization of generative similarity models
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Model-based clustering of inhomogeneous paired comparison data
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Deterministic annealing EM and its application in natural image segmentation
CIS'04 Proceedings of the First international conference on Computational and Information Science
Deterministic annealing and robust scalable data mining for the data deluge
Proceedings of the 2nd international workshop on Petascal data analytics: challenges and opportunities
Annealed discriminant analysis
ECML'05 Proceedings of the 16th European conference on Machine Learning
A computational approach to fisher information geometry with applications to image analysis
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Optimizing the cauchy-schwarz PDF distance for information theoretic, non-parametric clustering
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Spatio-temporal segmentation using dominant sets
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Pattern analysis with graphs: Parallel work at Bern and York
Pattern Recognition Letters
Multiclass image labeling with semidefinite programming
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Unsupervised color image segmentation using mean shift and deterministic annealing EM
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Approximation techniques for clustering dissimilarity data
Neurocomputing
Representative cross information potential clustering
Pattern Recognition Letters
| Hi-index | 0.15 |
Partitioning a data set and extracting hidden structure from the data arises in different application areas of pattern recognition, speech and image processing. Pairwise data clustering is a combinatorial optimization method for data grouping which extracts hidden structure from proximity data. We describe a deterministic annealing approach to pairwise clustering which shares the robustness properties of maximum entropy inference. The resulting Gibbs probability distributions are estimated by mean-field approximation. A new structure-preserving algorithm to cluster dissimilarity data and to simultaneously embed these data in a Euclidian vector space is discussed which can be used for dimensionality reduction and data visualization. The suggested embedding algorithm which outperforms conventional approaches has been implemented to analyze dissimilarity data from protein analysis and from linguistics. The algorithm for pairwise data clustering is used to segment textured images.