where U T U = I, V T V = I, and W is the diagonal matrix of singualr values.
to our usage of SVD, [3] used term-document matrix: our sentence-term matrix can be regarded as the transpose of term-document matrix, since the documents can be thought of the sentences in the summarization fields.