Some new indexes of cluster validity
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Summary
This work reviews two clustering algorithms and three indexes of crisp cluster validity and shows that while Dunn's original index has operational flaws, the concept it embodies provides a rich paradigm for validation of partitions that have cloud-like clusters.
- Type
- article
- Published
- 1998-06-01
- Cited by
- 1,216
- References
- 18
- OpenAlex
- https://openalex.org/W2171975443
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:17033602
Keywords
Cluster (spacecraft), Measure (data warehouse), Cluster analysis, Index (typography), Outlier
References
- Algorithms for Clustering Data
- Cluster validation using graph theoretic concepts
- A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters
- A geometric approach to cluster validity for normal mixtures
- A Cluster Separation Measure
- Pattern classification and scene analysis
- Pattern Recognition with Fuzzy Objective Function Algorithms
- A possibilistic approach to clustering
- Statistical analysis of finite mixture distributions
- Graphical Techniques for Multivariate Data.
- Numerical Taxonomy
- Graphical Techniques for Multivariate Data
- Graphical Techniques for Multivariate Data.
- Pattern Recognition Principles
Cited by
- Detecting Localised Muscle Fatigue during Isometric Contraction using Genetic Programming
- Validating the independent components of neuroimaging time series via clustering and visualization
- Dynamic network reconstruction from gene expression data applied to immune response during bacterial infection
- A weighted sum validity function for clustering with a hybrid niching genetic algorithm
- Metric for Measuring the Effectiveness of Clustering of DNA Microarray Expression
- FCM clustering using GPS data for defining level of service criteria of urban streets in indian context
- Filtrage, partitionnement et visualisation multi-échelles de graphes d'interactions à partir d'un focus. (Network multi-scaling filtering, clustering and visualisation techniques from a focus)
- CHARACTERIZATION OF ATHEROSCLEROSIS WITH MAGNETIC RESONANCE IMAGING, CHALLENGES AND VALIDATION
- Level of service criteria of urban streets in indian context using advanced classification tools
- Learning from environmental data : methods for analysis of forest nutrition time series
- A New Cluster Validity Index for Fuzzy Clustering Based on Similarity Measure.
- A Hierarchical Clustering and Validity Index for Mixed Data
- Ontological interoperability of learning objects: a hybrid graphical-neural approach
- Data Mining in Market Segmentation: A Literature Review and Suggestions
- Narrow band spectral analysis for onset detection in asynchronous BCI
- Conceptual clustering applied to ontologies: a distance-based evolutionary approach
- A Cluster Validity Index Using Overlap and Separation Measures Between Fuzzy Clusters
- A Two-stage Clustering Method Combining Ant Colony SOM and K-means
- Visual data analysis in air traffic management
- Incremental Possibilistic Approach for Online Clustering and Classification
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