Symbolic clustering using a new dissimilarity measure

A conceptual version of the K-means algorithm

Pattern Recognition Letters

An iterative initial-points refinement algorithm for categorical data clustering

Pattern Recognition Letters

Extensions to the k-Means Algorithm for Clustering Large Data Sets with Categorical Values

Data Mining and Knowledge Discovery

A New Nonhierarchical Clustering Procedure for Symbolic Objects

IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents

Clustering of Symbolic Data and Its Validation

AFSS '02 Proceedings of the 2002 AFSS International Conference on Fuzzy Systems. Calcutta: Advances in Soft Computing

Clustering and its validation in a symbolic framework

Pattern Recognition Letters

Clustering of interval data based on city-block distances

Pattern Recognition Letters

Subgroup Discovery with CN2-SD

The Journal of Machine Learning Research

Multivalued type proximity measure and concept of mutual similarity value useful for clustering symbolic patterns

Pattern Recognition Letters

Fuzzy clustering of categorical data using fuzzy centroids

Pattern Recognition Letters

An association-based dissimilarity measure for categorical data

Pattern Recognition Letters

Adaptive Hausdorff distances and dynamic clustering of symbolic interval data

Pattern Recognition Letters

Rough set based incremental clustering of interval data

Pattern Recognition Letters

A method to compute distance between two categorical values of same attribute in unsupervised learning for categorical data set

Pattern Recognition Letters

Symbolic representation of two-dimensional shapes

Pattern Recognition Letters

Fuzzy c-means clustering methods for symbolic interval data

Pattern Recognition Letters

On the Impact of Dissimilarity Measure in k-Modes Clustering Algorithm

IEEE Transactions on Pattern Analysis and Machine Intelligence

An introduction to symbolic data analysis and the SODAS software

Intelligent Data Analysis

Centre and Range method for fitting a linear regression model to symbolic interval data

Computational Statistics & Data Analysis

k-ANMI: A mutual information based clustering algorithm for categorical data

Information Fusion

Dynamic clustering of interval data using a Wasserstein-based distance

Pattern Recognition Letters

Locally linear reconstruction for instance-based learning

Pattern Recognition

Forecasting models for interval-valued time series

Neurocomputing

Histogram PCA

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks

Data Reduction Method for Categorical Data Clustering

IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence

A Data Mining Methodology for Anomaly Detection in Network Data

KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference

Partitional clustering algorithms for symbolic interval data based on single adaptive distances

Pattern Recognition

Clustering constrained symbolic data

Pattern Recognition Letters

Classification of symbolic objects: A lazy learning approach

Intelligent Data Analysis - Analysis of Symbolic and Spatial Data

A method of relational fuzzy clustering based on producing feature vectors using FastMap

Information Sciences: an International Journal

Computation of initial modes for K-modes clustering algorithm using evidence accumulation

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Constrained linear regression models for symbolic interval-valued variables

Computational Statistics & Data Analysis

A weighted fuzzy c-means clustering model for fuzzy data

Computational Statistics & Data Analysis

Clustering of symbolic data using the assignment-prototype algorithm

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Symbolic classification, clustering and fuzzy radial basis function network

Fuzzy Sets and Systems

Unsupervised pattern recognition models for mixed feature-type symbolic data

Pattern Recognition Letters

Rapid and brief communication: Multivalued type dissimilarity measure and concept of mutual dissimilarity value for clustering symbolic patterns

Pattern Recognition

Rapid and brief communication: A k-populations algorithm for clustering categorical data

Pattern Recognition

Interval competitive agglomeration clustering algorithm

Expert Systems with Applications: An International Journal

Fuzzy K-means clustering algorithms for interval-valued data based on adaptive quadratic distances

Fuzzy Sets and Systems

An initialization method to simultaneously find initial cluster centers and the number of clusters for clustering categorical data

Knowledge-Based Systems

A novel seal imprint verification method based on analysis of difference images and symbolic representation

IWCF'10 Proceedings of the 4th international conference on Computational forensics

A novel attribute weighting algorithm for clustering high-dimensional categorical data

Pattern Recognition

Clustering based on compressed data for categorical and mixed attributes

SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition

A dissimilarity measure for the k-Modes clustering algorithm

Knowledge-Based Systems

Clustering of interval-valued symbolic patterns based on mutual similarity value and the concept of k-mutual nearest neighborhood

ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II

Learning the daily model of network traffic

ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems

Dissimilarity criteria in hierarchical clustering for interval-valued functional data

International Journal of Knowledge Engineering and Soft Data Paradigms

A cluster centers initialization method for clustering categorical data

Expert Systems with Applications: An International Journal

Dissimilarity measures and divisive clustering for symbolic multimodal-valued data

Computational Statistics & Data Analysis

Generalizing the k-Windows clustering algorithm in metric spaces

Mathematical and Computer Modelling: An International Journal

Cell formation using fuzzy relational clustering algorithm

Mathematical and Computer Modelling: An International Journal

Self-organizing map for symbolic data

Fuzzy Sets and Systems

A novel fuzzy clustering algorithm with between-cluster information for categorical data

Fuzzy Sets and Systems

Breast cancer diagnosis based on feature extraction using a hybrid of K-means and support vector machine algorithms

Expert Systems with Applications: An International Journal

The k-modes type clustering plus between-cluster information for categorical data

Neurocomputing

Vector fuzzy C-means

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Computational intelligence models for image processing and information reasoning