Practical methods of optimization; (2nd ed.)
Practical methods of optimization; (2nd ed.)
Algorithms for clustering data
Algorithms for clustering data
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
The nature of statistical learning theory
The nature of statistical learning theory
Fast training of support vector machines using sequential minimal optimization
Advances in kernel methods
Support vector domain description
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Pattern Recognition and Neural Networks
Pattern Recognition and Neural Networks
Estimating the Support of a High-Dimensional Distribution
Neural Computation
Clustering Irregular Shapes Using High-Order Neurons
Neural Computation
Data Clustering Using a Model Granular Magnet
Neural Computation
Detecting the Number of Clusters Using a Support Vector Machine Approach
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Outlier Detection Algorithms in Data Mining Systems
Programming and Computing Software
The Journal of Machine Learning Research
Combining speech and haptics for intuitive and efficient navigation through image databases
Proceedings of the 5th international conference on Multimodal interfaces
An Immune-Evolutionary Algorithm for Multiple Rearrangements of Gene Expression Data
Genetic Programming and Evolvable Machines
Approximate minimum enclosing balls in high dimensions using core-sets
Journal of Experimental Algorithmics (JEA)
Discriminatory mining of gene expression microarray data
Journal of VLSI Signal Processing Systems - Special issue on signal processing and neural networks for bioinformatics
A needle in a haystack: local one-class optimization
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Kernels and Distances for Structured Data
Machine Learning
An Improved Cluster Labeling Method for Support Vector Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dual Clustering: Integrating Data Clustering over Optimization and Constraint Domains
IEEE Transactions on Knowledge and Data Engineering
A Novel Kernel Method for Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Clustering Ensembles: Models of Consensus and Weak Partitions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Formulating context-dependent similarity functions
Proceedings of the 13th annual ACM international conference on Multimedia
Dynamic Cluster Formation Using Level Set Methods
IEEE Transactions on Pattern Analysis and Machine Intelligence
Intelligent information processing II
ICML '06 Proceedings of the 23rd international conference on Machine learning
Information preserving multi-objective feature selection for unsupervised learning
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Support vector machines framework for linear signal processing
Signal Processing
Dynamic Characterization of Cluster Structures for Robust and Inductive Support Vector Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient top-k hyperplane query processing for multimedia information retrieval
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
An efficient clustering scheme using support vector methods
Pattern Recognition
Neighbor number, valley seeking and clustering
Pattern Recognition Letters
Expert Systems with Applications: An International Journal
Computational Economics
A robust deterministic annealing algorithm for data clustering
Data & Knowledge Engineering
Neural Computation
Vision systems with the human in the loop
EURASIP Journal on Applied Signal Processing
Tests and variables selection on regression analysis for massive datasets
Data & Knowledge Engineering
Clustering Based on Gaussian Processes
Neural Computation
Multiorder neurons for evolutionary higher-order clustering and growth
Neural Computation
Brain Activation Detection by Neighborhood One-Class SVM
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
A rate-distortion one-class model and its applications to clustering
Proceedings of the 25th international conference on Machine learning
On one extremal problem of adaptive machine learning for detection of anomalies
Automation and Remote Control
Asymmetric support vector machines: low false-positive learning under the user tolerance
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Soft clustering using weighted one-class support vector machines
Pattern Recognition
Combining Weighted SVMs and Spectrum-Based kNN for Multi-classification
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
A Kernel-Based Two-Stage One-Class Support Vector Machines Algorithm
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
An Improved SVM Classifier for Medical Image Classification
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Large-Scale Clustering through Functional Embedding
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
A stack-based prospective spatio-temporal data analysis approach
Decision Support Systems
A multi-prototype clustering algorithm
Pattern Recognition
Graph nodes clustering with the sigmoid commute-time kernel: A comparative study
Data & Knowledge Engineering
Boosting One-Class Support Vector Machines for Multi-Class Classification
Applied Artificial Intelligence
Fuzzy connectivity clustering with radial basis kernel functions
Fuzzy Sets and Systems
Classification of Single-Trial EEG Based on Support Vector Clustering during Finger Movement
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Discovering regression data quality through clustering methods
Proceedings of the 2009 conference on New Directions in Neural Networks: 18th Italian Workshop on Neural Networks: WIRN 2008
A comprehensive survey of numeric and symbolic outlier mining techniques
Intelligent Data Analysis
Discovering domain-specific composite kernels
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Kernel Methods in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
JustClick: personalized image recommendation via exploratory search from large-scale Flickr images
IEEE Transactions on Circuits and Systems for Video Technology
Kernel-based fuzzy clustering and fuzzy clustering: A comparative experimental study
Fuzzy Sets and Systems
Automated Behavioral Fingerprinting
RAID '09 Proceedings of the 12th International Symposium on Recent Advances in Intrusion Detection
Human-computer interaction for large-scale image retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Data clustering using a modified Kuwahara filter
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
On support vector regression machines with linguistic interpretation of the kernel matrix
Fuzzy Sets and Systems
TSK fuzzy model using kernel-based fuzzy c-means clustering
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
An interactive approach for filtering out junk images from keyword-based google search results
IEEE Transactions on Circuits and Systems for Video Technology
Fast support-based clustering method for large-scale problems
Pattern Recognition
Rapid and brief communication: Rough support vector clustering
Pattern Recognition
A hybrid method for patterns mining and outliers detection in the web usage log
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
Scalable keyframe extraction using one-class support vector machine
ICCS'03 Proceedings of the 2003 international conference on Computational science
Incremental clustering in geography and optimization spaces
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
ILP'02 Proceedings of the 12th international conference on Inductive logic programming
Fuzzy model identification using support vector clustering method
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Robust pseudo-hierarchical support vector clustering
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Learning with kernels and logical representations
Probabilistic inductive logic programming
Speech/music classification using occurrence pattern of ZCR and STE
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Novel support vector clustering with label assignment in enriched neighborhood
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Large scale image clustering with support vector machine based on visual keywords
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Clustering vessel trajectories with alignment kernels under trajectory compression
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
MMSVC: an efficient unsupervised learning approach for large-scale datasets
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part III
Incorporating the loss function into discriminative clustering of structured outputs
IEEE Transactions on Neural Networks
Factorizing class characteristics via group MEBs construction
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Dynamic pattern denoising method using multi-basin system with kernels
Pattern Recognition
Kernel-based algorithm for clustering spatial data
ACOS'06 Proceedings of the 5th WSEAS international conference on Applied computer science
A kernel prototype-based clustering algorithm
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Accelerating kernel neural gas
ICANN'11 Proceedings of the 21th international conference on Artificial neural networks - Volume Part I
SpectralCAT: Categorical spectral clustering of numerical and nominal data
Pattern Recognition
One class classification for anomaly detection: support vector data description revisited
ICDM'11 Proceedings of the 11th international conference on Advances in data mining: applications and theoretical aspects
EDA-USL: unsupervised clustering algorithm based on estimation of distribution algorithm
International Journal of Wireless and Mobile Computing
Signal sorting based on SVC & K-means clustering in ESM systems
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Trajectory-Based support vector multicategory classifier
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Parameterized semi-supervised classification based on support vector for multi-relational data
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
The entire regularization path for the support vector domain description
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Intra-pulse modulation recognition of unknown radar emitter signals using support vector clustering
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
An intelligent system based on kernel methods for crop yield prediction
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
RSKT'06 Proceedings of the First international conference on Rough Sets and Knowledge Technology
Support vector clustering for brain activation detection
MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
Fuzzy support vector clustering
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Adaptive support vector clustering for multi-relational data mining
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Pseudo-density estimation for clustering with gaussian processes
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
A new algorithm for computing the minimal enclosing sphere in feature space
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
A kernel between unordered sets of data: the Gaussian mixture approach
ECML'05 Proceedings of the 16th European conference on Machine Learning
Half-Against-Half multi-class support vector machines
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
A hybrid classifier based on rough set theory and support vector machines
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Radar emitter signal recognition based on feature selection and support vector machines
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Kernel k-means for categorical data
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Recognizing and predicting the impact on human emotion (affect) using computing systems
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Some marginal learning algorithms for unsupervised problems
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
A spectrum-based support vector algorithm for relational data semi-supervised classification
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
A competitive co-evolving support vector clustering
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Multi-sphere support vector clustering
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Face authentication using one-class support vector machines
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Multi-elitist immune clonal quantum clustering algorithm
Neurocomputing
Position regularized Support Vector Domain Description
Pattern Recognition
Multi-local model image set matching based on domain description
Pattern Recognition
Semi-supervised clustering via multi-level random walk
Pattern Recognition
Support vector description of clusters for content-based image annotation
Pattern Recognition
Kernel fuzzy c-means with automatic variable weighting
Fuzzy Sets and Systems
CALA: An unsupervised URL-based web page classification system
Knowledge-Based Systems
A unified SVM framework for signal estimation
Digital Signal Processing
Theoretical aspects of mapping to multidimensional optimal regions as a multi-classifier
Intelligent Data Analysis
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We present a novel clustering method using the approach of support vector machines. Data points are mapped by means of a Gaussian kernel to a high dimensional feature space, where we search for the minimal enclosing sphere. This sphere, when mapped back to data space, can separate into several components, each enclosing a separate cluster of points. We present a simple algorithm for identifying these clusters. The width of the Gaussian kernel controls the scale at which the data is probed while the soft margin constant helps coping with outliers and overlapping clusters. The structure of a dataset is explored by varying the two parameters, maintaining a minimal number of support vectors to assure smooth cluster boundaries. We demonstrate the performance of our algorithm on several datasets.