Stability analysis in K-means clustering
β Scribed by Douglas Steinley
- Book ID
- 111778218
- Publisher
- John Wiley and Sons
- Year
- 2008
- Tongue
- English
- Weight
- 233 KB
- Volume
- 61
- Category
- Article
- ISSN
- 0007-1102
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This paper intends to propose a novel clustering method, ant K-means (AK) algorithm. AK algorithm modifies the K-means as locating the objects in a cluster with the probability, which is updated by the pheromone, while the rule of updating pheromone is according to total within cluster variance (TWC
## Abstract The global analysis of metabolites can be used to define the phenotypes of cells, tissues or organisms. Classifying groups of samples based on their metabolic profile is one of the main topics of metabolomics research. Crisp clustering methods assign each feature to one cluster, thereby