Clustering validity checking methods: part II

Authors:
Maria Halkidi;Yannis Batistakis;Michalis Vazirgiannis
Affiliations:
Athens University of Economics & Business;Athens University of Economics & Business;Athens University of Economics & Business
Venue:
ACM SIGMOD Record
Year:
2002

Citing 10
Cited 61

Unsupervised Optimal Fuzzy Clustering

IEEE Transactions on Pattern Analysis and Machine Intelligence
A Validity Measure for Fuzzy Clustering

IEEE Transactions on Pattern Analysis and Machine Intelligence
The Fuzzy C Quadratic Shell clustering algorithm and the detection of second-degree curves

Pattern Recognition Letters
Applied multivariate techniques

Applied multivariate techniques
Validating fuzzy partitions obtained through c-shells clustering

Pattern Recognition Letters - Special issue on fuzzy set technology in pattern recognition
CURE: an efficient clustering algorithm for large databases

SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
A new cluster validity index for the fuzzy c-mean

Pattern Recognition Letters
Data Mining Techniques: For Marketing, Sales, and Customer Support

Data Mining Techniques: For Marketing, Sales, and Customer Support
Clustering Validity Assessment: Finding the Optimal Partitioning of a Data Set

ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Pattern Recognition, Third Edition

Pattern Recognition, Third Edition

Image analysis based interface for diagnostic expert systems

WISICT '04 Proceedings of the winter international synposium on Information and communication technologies
Subspace clustering for high dimensional data: a review

ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
QA-Pagelet: Data Preparation Techniques for Large-Scale Data Analysis of the Deep Web

IEEE Transactions on Knowledge and Data Engineering
Combining linear programming and clustering techniques for the classification of research centers

AI Communications
Combining linear programming and clustering techniques for the classification of research centers

AI Communications
Random walk biclustering for microarray data

Information Sciences: an International Journal
Similarity-Based Fuzzy Clustering for User Profiling

WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Relational fuzzy approach for mining user profiles

FS'07 Proceedings of the 8th Conference on 8th WSEAS International Conference on Fuzzy Systems - Volume 8
Cluster validity measurement for arbitrary shaped clusters

AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Cluster validity measurement techniques

AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Multi-objective clustering ensemble

International Journal of Hybrid Intelligent Systems - Hybridization of Intelligent Systems
A heuristic algorithm for clustering rooted ordered trees

Intelligent Data Analysis
Innovation in the cluster validating techniques

Fuzzy Optimization and Decision Making
Clustering Quality and Topology Preservation in Fast Learning SOMs

ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Categorization of Web Users by Fuzzy Clustering

KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
A stack-based prospective spatio-temporal data analysis approach

Decision Support Systems
DIVFRP: An automatic divisive hierarchical clustering method based on the furthest reference points

Pattern Recognition Letters
Image recognition system based on novel measures of image similarity and cluster validity

Neurocomputing
A comprehensive validity index for clustering

Intelligent Data Analysis
External validation measures for K-means clustering: A data distribution perspective

Expert Systems with Applications: An International Journal
Unsupervised cluster discovery using statistics in scale space

Engineering Applications of Artificial Intelligence
Fuzzy cluster stability analysis with missing values using resampling

International Journal of Bioinformatics Research and Applications
Towards understanding hierarchical clustering: A data distribution perspective

Neurocomputing
A novel measure for validating clustering results applied to road traffic

Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data
A novel measure for validating clustering results applied to road traffic

Proceedings of the Third International Workshop on Knowledge Discovery from Sensor Data
Accelerating fuzzy clustering

Information Sciences: an International Journal
Intelligent scientific authoring tools: Interactive data mining for constructive uses of citation networks

Information Processing and Management: an International Journal
A selection model for optimal fuzzy clustering algorithm and number of clusters based on competitive comprehensive fuzzy evaluation

IEEE Transactions on Fuzzy Systems
Automated Identification of Protein Structural Features

PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
A new HMM-based ensemble generation method for numeral recognition

MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
On determining the optimal partition in agglomerative clustering of documents

ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
Word clustering with validity indices

Canadian AI'08 Proceedings of the Canadian Society for computational studies of intelligence, 21st conference on Advances in artificial intelligence
Adaptive Rough Entropy Clustering Algorithms in Image Segmentation

Fundamenta Informaticae
A fuzzy segmentation method for Computed Tomography images

International Journal of Intelligent Information and Database Systems
Validation of overlapping clustering: A random clustering perspective

Information Sciences: an International Journal
NEWER: A system for NEuro-fuzzy WEb Recommendation

Applied Soft Computing
A cluster validity index for fuzzy clustering

Fuzzy Sets and Systems
Comparing fuzzy, probabilistic, and possibilistic partitions

IEEE Transactions on Fuzzy Systems
Autonomous knowledge-oriented clustering using decision-theoretic rough set theory

RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Discovering non-exclusive functional modules from gene expression data

International Journal of Information and Communication Technology
A semantic-based approach for data management in a P2P system

Transactions on large-scale data- and knowledge-centered systems III
Population-based artificial immune system clustering algorithm

ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
A graph model for mutual information based clustering

Journal of Intelligent Information Systems
Growing hierarchical self-organizing map for images hierarchical clustering

ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
Automatically determining the number of clusters using decision-theoretic rough set

RSKT'11 Proceedings of the 6th international conference on Rough sets and knowledge technology
A divergence-oriented approach for web users clustering

ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part II
Construction and analysis of vector space models for use in aspect mining

Proceedings of the 50th Annual Southeast Regional Conference
Crisp and soft clustering of mobile calls

MIWAI'11 Proceedings of the 5th international conference on Multi-Disciplinary Trends in Artificial Intelligence
Evidential evolving Gustafson--Kessel algorithm for online data streams partitioning using belief function theory

International Journal of Approximate Reasoning
Evaluation measures for kernel optimization

Pattern Recognition Letters
Partitive clustering (K-means family)

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
A cluster validity index for hard clustering

ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Assessing similarities of qualitative spatio-temporal relations

SC'12 Proceedings of the 2012 international conference on Spatial Cognition VIII
An efficient approach for unsupervised fuzzy clustering based on grouping evolution strategies

Pattern Recognition
Ontology-Based Clustering in a Peer Data Management System

International Journal of Distributed Systems and Technologies
An ensemble clustering model for mining concept drifting stream data in emergency management

DM-IKM '12 Proceedings of the Data Mining and Intelligent Knowledge Management Workshop
An automatic method to determine the number of clusters using decision-theoretic rough set

International Journal of Approximate Reasoning
Iterative meta-clustering through granular hierarchy of supermarket customers and products

Information Sciences: an International Journal
A proposed IPC-based clustering method for exploiting expert knowledge and its application to strategic planning

Journal of Information Science
Reporting and analyzing alternative clustering solutions by employing multi-objective genetic algorithm and conducting experiments on cancer data

Knowledge-Based Systems
Hierarchical constraints

Machine Learning

Quantified Score

Hi-index	0.00

Visualization

Abstract

Clustering results validation is an important topic in the context of pattern recognition. We review approaches and systems in this context. In the first part of this paper we presented clustering validity checking approaches based on internal and external criteria. In the second, current part, we present a review of clustering validity approaches based on relative criteria. Also we discuss the results of an experimental study based on widely known validity indices. Finally the paper illustrates the issues that are under-addressed by the recent approaches and proposes the research directions in the field.