Table 1. Type of multiple clustering methods.
Principle | Description | Method |
---|---|---|
Dissimilarity | Given a clustering solution, another clustering solution should be dissimilar. | COALA [13] |
Constrained optimization [14] | ||
MAXIMUS [15] | ||
Decomposition | Decompose a generative model into independent sub-models that yields each clustering solution. | Decorrelated K-means [16] |
Convolutional EM [16] | ||
CAMI [17] | ||
Orthogonality | Identify orthogonal subspace for clustering solutions. | Orthogonal view approach [18] |
Multivariate Gaussian mixture [19] |