Validating fuzzy partitions obtained through c-shells clustering
Pattern Recognition Letters - Special issue on fuzzy set technology in pattern recognition
A Robust Competitive Clustering Algorithm With Applications in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
A New Method for Mining Regression Classes in Large Data Sets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Associative Clustering for Clusters of Arbitrary Distribution Shapes
Neural Processing Letters
Prediction of Critical Desalination Parameters Using Radial Basis Functions Networks
Journal of Intelligent and Robotic Systems
Robust mixture modelling using the t distribution
Statistics and Computing
On efficiency of optimization in fuzzy c-means
Neural, Parallel & Scientific Computations
Logic-oriented fuzzy clustering
Pattern Recognition Letters
Extreme physical information and objective function in fuzzy clustering
Fuzzy Sets and Systems - Clustering and modeling
Unsupervised fuzzy clustering with multi-center clusters
Fuzzy Sets and Systems - Clustering and modeling
Fuzzy least-squares linear regression analysis for fuzzy input-output data
Fuzzy Sets and Systems - Information processing
Alive Fishes Species Characterization from Video Sequences
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Evaluation, Classification and Clustering with Neuro-Fuzzy Techniques in Integrate Pest Management
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Bio-inspired Applications of Connectionism-Part II
Generalised Fuzzy Hidden Markov Models for Speech Recognition
AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing
PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Handbook of data mining and knowledge discovery
Concepts in Magnetic Resonance: an Educational Journal - Functional magnetic resonance imaging
Intelligent data analysis
Towards a robust fuzzy clustering
Fuzzy Sets and Systems - Data analysis
Computer Vision and Image Understanding - Special issue on Face recognition
A Similarity-Based Robust Clustering Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Line Extraction in 2D Range Images for Mobile Robotics
Journal of Intelligent and Robotic Systems
Fuzzy clustering algorithm for latent class model
Statistics and Computing
Autonomous visual model building based on image crawling through internet search engines
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
A feature extraction unsupervised neural network for an environmental data set
Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences
General C-Means Clustering Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust growing neural gas algorithm with application in cluster analysis
Neural Networks - 2004 Special issue: New developments in self-organizing systems
A Robust Information Clustering Algorithm
Neural Computation
A highly robust estimator for regression models
Pattern Recognition Letters
A New Cluster Validity for Data Clustering
Neural Processing Letters
On relational possibilistic clustering
Pattern Recognition
Alternative learning vector quantization
Pattern Recognition
Global optimization in clustering using hyperbolic cross points
Pattern Recognition
A robust deterministic annealing algorithm for data clustering
Data & Knowledge Engineering
A novel hybrid algorithm for function approximation
Expert Systems with Applications: An International Journal
Pattern Recognition
Scale-invariant clustering with minimum volume ellipsoids
Computers and Operations Research
A novel similarity measure for data clustering
Intelligent Data Analysis
Robust fuzzy relational classifier incorporating the soft class labels
Pattern Recognition Letters
Computer Vision and Image Understanding
Recognition of semiconductor defect patterns using spatial filtering and spectral clustering
Expert Systems with Applications: An International Journal
Artificial Intelligence in Medicine
New modifications and applications of fuzzy C-means methodology
Computational Statistics & Data Analysis
A Modified Deterministic Annealing Algorithm for Robust Image Segmentation
Journal of Mathematical Imaging and Vision
Novel Algorithm for Coexpression Detection in Time-Varying Microarray Data Sets
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Annealing robust fuzzy basis function for modelling with noise and outliers
International Journal of Computer Applications in Technology
On the use of divergence distance in fuzzy clustering
Fuzzy Optimization and Decision Making
Robust fuzzy clustering using mixtures of Student's-t distributions
Pattern Recognition Letters
Dynamic data assigning assessment clustering of streaming data
Applied Soft Computing
Formulation of Fuzzy c-Means Clustering Using Calculus of Variations
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Algorithms for Sequential Extraction of Clusters by Possibilistic Clustering
MDAI '07 Proceedings of the 4th international conference on Modeling Decisions for Artificial Intelligence
Robust fuzzy clustering-based image segmentation
Applied Soft Computing
Outlier identification and market segmentation using kernel-based clustering techniques
Expert Systems with Applications: An International Journal
On the efficiency of evolutionary fuzzy clustering
Journal of Heuristics
Robust neural-fuzzy method for function approximation
Expert Systems with Applications: An International Journal
Hybrid robust approach for TSK fuzzy modeling with outliers
Expert Systems with Applications: An International Journal
RK-Means Clustering: K-Means with Reliability
IEICE - Transactions on Information and Systems
Privacy-preserving data publishing for cluster analysis
Data & Knowledge Engineering
Adaptive spatial information-theoretic clustering for image segmentation
Pattern Recognition
Robust cluster validity indexes
Pattern Recognition
Data analysis with fuzzy clustering methods
Computational Statistics & Data Analysis
Elliptical anomalies in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Factor analysis latent subspace modeling and robust fuzzy clustering using t-distributions
IEEE Transactions on Fuzzy Systems
Possibilistic shell clustering of template-based shapes
IEEE Transactions on Fuzzy Systems
Clustering: A neural network approach
Neural Networks
Detecting and measuring rings in banknote images
Engineering Applications of Artificial Intelligence
A time-domain-constrained fuzzy clustering method and its application to signal analysis
Fuzzy Sets and Systems
Novel Approach to Fuzzy-Wavelet ECG Signal Analysis for a Mobile Device
Journal of Medical Systems
Fuzzy PCA-guided robust k-means clustering
IEEE Transactions on Fuzzy Systems
An information-theoretic fuzzy C-spherical shells clustering algorithm
Fuzzy Sets and Systems
Robust interval type-2 possibilistic C-means clustering and its application for fuzzy modeling
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 4
Apply robust segmentation to the service industry using kernel induced fuzzy clustering techniques
Expert Systems with Applications: An International Journal
Robust fuzzy clustering using adaptive fuzzy meridians
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Algorithms in sequential fuzzy regression models based on least absolute deviations
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
A generalized cauchy distribution framework for problems requiring robust behavior
EURASIP Journal on Advances in Signal Processing - Special issue on robust processing of nonstationary signals
Hybrid fuzzy clustering using LP norms
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Analysis of parameter selections for fuzzy c-means
Pattern Recognition
On hard c-means using quadratic penalty-vector regularization for uncertain data
MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence
Tuning graded possibilistic clustering by visual stability analysis
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Robust data clustering by learning multi-metric Lq-norm distances
Expert Systems with Applications: An International Journal
Two classes of algorithms for data clustering
IUKM'11 Proceedings of the 2011 international conference on Integrated uncertainty in knowledge modelling and decision making
Robust TSK fuzzy modeling approach using noise clustering concept for function approximation
CIS'04 Proceedings of the First international conference on Computational and Information Science
A maximum profit coverage algorithm with application to small molecules cluster identification
WEA'06 Proceedings of the 5th international conference on Experimental Algorithms
A quality driven Hierarchical Data Divisive Soft Clustering for information retrieval
Knowledge-Based Systems
Several formulations for graded possibilistic approach to fuzzy clustering
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Solving particularization with supervised clustering competition scheme
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Possibilistic approach to kernel-based fuzzy c-means clustering with entropy regularization
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
Fuzzy c-means clustering in the presence of noise cluster for time series analysis
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
The fuzzy mega-cluster: robustifying FCM by scaling down memberships
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Alternative fuzzy c-lines and local principal component extraction
International Journal of Knowledge Engineering and Soft Data Paradigms
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Visualization of single clusters
ICAISC'06 Proceedings of the 8th international conference on Artificial Intelligence and Soft Computing
A novel kernelized fuzzy C-means algorithm with application in medical image segmentation
Artificial Intelligence in Medicine
Objective function-based clustering
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Parameter-lite clustering algorithm based on MST and fuzzy similarity merging
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Robust kernelized approach to clustering by incorporating new distance measure
Engineering Applications of Artificial Intelligence
Weighted Fuzzy-Possibilistic C-Means Over Large Data Sets
International Journal of Data Warehousing and Mining
Image segmentation of noisy digital images using extended fuzzy C-means clustering algorithm
International Journal of Computer Applications in Technology
Automated two-dimensional K-means clustering algorithm for unsupervised image segmentation
Computers and Electrical Engineering
Robust constrained fuzzy clustering
Information Sciences: an International Journal
Combining co-clustering with noise detection for theme-based summarization
ACM Transactions on Speech and Language Processing (TSLP)
An adaptive spatial information-theoretic fuzzy clustering algorithm for image segmentation
Computer Vision and Image Understanding
Evidential classifier for imprecise data based on belief functions
Knowledge-Based Systems
On the convergence of some possibilistic clustering algorithms
Fuzzy Optimization and Decision Making
| Hi-index | 0.01 |
Clustering methods need to be robust if they are to be useful in practice. In this paper, we analyze several popular robust clustering methods and show that they have much in common. We also establish a connection between fuzzy set theory and robust statistics, and point out the similarities between robust clustering methods and statistical methods such as the weighted least-squares technique, the M estimator, the minimum volume ellipsoid algorithm, cooperative robust estimation, minimization of probability of randomness, and the epsilon contamination model. By gleaning the common principles upon which the methods proposed in the literature are based, we arrive at a unified view of robust clustering methods. We define several general concepts that are useful in robust clustering, state the robust clustering problem in terms of the defined concepts, and propose generic algorithms and guidelines for clustering noisy data. We also discuss why the generalized Hough transform is a suboptimal solution to the robust clustering problem