Dimensionality Reduction
§Need to analyze large amounts multivariate data.
§Human Faces.
§Speech Waveforms.
§Global Climate patterns.
§Gene Distributions.
§Difficult to visualize data in dimensions just greater than three.
§Discover compact representations of high dimensional data.
§Visualization.
§Compression.
§Better Recognition.
§Probably meaningful dimensions.