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Stability based methods for model order selection in clustering problems (Valentini, G (2007), <doi:10.1093/bioinformatics/btl600>). Using multiple perturbations of the data the stability of clustering solutions is assessed. Different perturbations may be used: resampling techniques, random projections and noise injection. Stability measures for the estimate of clustering solutions and statistical tests to assess their significance are provided.
Package details |
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Author | Giorgio Valentini [aut], Jessica Gliozzo [cre] |
Maintainer | Jessica Gliozzo <jessica.gliozzo@unimi.it> |
License | GPL (>= 2) |
Version | 1.0.2 |
URL | https://valentini.di.unimi.it/SW/mosclust/ |
Package repository | View on CRAN |
Installation |
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