Supervised Dimensionality Reduction Algorithm
- It can be implemented into an Supervised Dimensionality Reduction System.
- See: Compression.
- (Baker & McCallum, 1998) ⇒ L. Douglas Baker, and Andrew McCallum. (1998). “Distributional Clustering of Words for Text Classification.” In: Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval. ISBN:1-58113-015-5 doi:10.1145/290941.290970
- QUOTE: ... unlike some other unsupervised dimensionality-reduction techniques, such as Latent Semantic Indexing, we are able to compress the feature space much more aggressively, while still maintaining high document classification accuracy. ... significantly better than Latent Semantic Indexing , class-based clustering , feature selection by mutual information  or Markov-blanket-based feature selection .