Classification of Microarrays with kNN: Comparison of Dimensionality Reduction Methods.
Sampath DeegallaHenrik BoströmPublished in: IDEAL (2007)
Keyphrases
- knn
- dimensionality reduction methods
- k nearest neighbor
- k nearest neighbour
- classification algorithm
- classification method
- dimensionality reduction
- support vector machine svm
- knn algorithm
- discriminant analysis
- nearest neighbor
- feature selection
- text classification
- distance function
- data sets
- nonlinear dimensionality reduction
- knn classification
- text categorization
- support vector machine
- principal component analysis
- knn classifier
- preprocessing step
- principal components analysis
- high dimensionality
- feature set
- feature extraction
- neural network
- data mining
- k nearest
- information retrieval
- pattern recognition
- nearest neighbour
- similarity search
- high dimensional data
- data analysis
- preprocessing
- active learning
- microarray
- classification accuracy