23. The method of claim 20, wherein the data is stored in a database further comprising the step of: generating and storing one or more reduced dimensionality searchable indexes for said one or more reduced dimensionality clusters.
20. The method of claim 1, wherein the data is stored in a database, further comprising the steps of: reducing a dimensionality of the database and generating dimensionality reduction information associated with the database; and storing the dimensionality reduction information associated with the database; wherein said partitioning step is responsive to said reducing step.