Algorithmic paradigms for stability-based cluster validity and model selection statistical methods, with applications to microarray data analysis.
Raffaele GiancarloFilippo UtroPublished in: Theor. Comput. Sci. (2012)
Keyphrases
- model selection
- statistical methods
- microarray data analysis
- cluster validity
- cluster analysis
- microarray data
- machine learning
- cluster validation
- microarray
- fuzzy c means
- statistical analysis
- data mining techniques
- machine learning methods
- parameter estimation
- gene expression
- computational methods
- k means
- unsupervised learning
- gene selection
- feature selection
- gene expression data
- biological data
- statistical models
- sample size
- probability density function
- model selection criteria
- fuzzy clustering
- high throughput
- clustering algorithm
- data mining
- statistical inference
- data clustering
- clustering method
- data analysis
- knowledge discovery
- image segmentation
- information retrieval
- mutual information
- image processing
- statistical model