Distance Dimension Reduction on Singular Value Decomposition for Efficient Clustering Semantic XML Document Using the SVD Fuzzy C-Mean (SVD-FCM).
Hsu-Kuang ChangI-Chang JouPublished in: IKE (2009)
Keyphrases
- singular value decomposition
- dimension reduction
- fuzzy c means
- clustering algorithm
- fuzzy clustering
- fcm algorithm
- clustering method
- k means
- hard c means
- dimensionality reduction
- cluster analysis
- euclidean distance
- singular values
- xml documents
- cluster centers
- principal component analysis
- random projections
- image segmentation
- low rank
- least squares
- latent semantic indexing
- manifold learning
- discriminative information
- data matrix
- latent semantic analysis
- high dimensional data
- spectral clustering
- linear discriminant analysis
- membership functions
- low rank approximation
- distance measure
- neural network
- similarity measure
- fuzzy rules
- unsupervised learning