The similarity of the similarity measures in the context of clustering algorithms for categorical data.
Agnieszka Nowak-BrzezinskaWojciech OgiegloPublished in: KES (2023)
Keyphrases
- categorical data
- similarity measure
- cluster analysis
- density based clustering
- clustering algorithm
- numerical data
- clustering method
- numeric data
- categorical values
- similarity function
- parameter free
- hierarchical clustering algorithm
- distance measure
- semantic similarity
- similarity measurement
- similarity metrics
- similarity assessment
- k means
- data clustering
- attribute values
- similarity metric
- data sets
- hierarchical latent class models
- dissimilarity measure
- euclidean distance
- edit distance
- clustering ensemble
- unsupervised learning
- active learning
- association rules
- data mining
- distance based outlier detection
- databases