09/06/11

-->The Normalized Euclidean distance measure gives vectors in the same direction the same similarity.

-->The weight of a term based on its document frequency is usually monotonically decreasing and is called the Inverse Document Frequency(IDF).

-->Log function used for calculating IDF to make tf and IDF comparable.

Aamir