Review Article

Monitoring Changes in Clustering Solutions: A Review of Models and Applications

Table 2

Categorization of evolutionary clustering algorithms and corresponding datasets.

AlgorithmAuthorCategoryDataset

Evolutionary clustering algorithmChakrabarti et al. [46]Partitioning hierarchicalPhoto-tag datasets
Preserving cluster quality and preserving cluster membershipChi et al. [47]SpectralReal blog data
Multimode networksTang et al. [48]SpectralEnron e-mail DBLP data
Evolutionary DBSCANZhang et al. [50]Density-basedG and U datasets
Adaptive evolutionaryXu et al. [51]AdaptiveMIT phone call
Relational DBSCANBanerjee and Abu-Mahfouz [53]Density-basedWisconsin breast cancer iris, wine, and glass knowledge modeling