What might be the purpose of this transformation?

Consider a document-term matrix, where tfij is the frequency of the i

th word

(term) in the jth document and m is the number of documents. Consider

the variable transformation that is defined by



Consider a document-term matrix, where tfij is the frequency of the i

th word

(term) in the jth document and m is the number of documents. Consider

the variable transformation that is defined by


This normalization reflects the observation that terms that occur in
every document do not have any power to distinguish one document
from another, while those that are relatively rare do.

Computer Science & Information Technology

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Computer Science & Information Technology