Patent Document ID: 8290961
Application ID: 12352621

Base Claim:
1. A computer implemented method of information retrieval, comprising: parsing a corpus to identify instances of wordforms within each document of the corpus; performing a morphological tokenization on the wordforms to convert the wordforms into morphemes by separating affixes from their stems; generating a morpheme-by-document matrix based at least in part on a number of instances of the affixes and the stems within each document of the corpus, wherein the morpheme-by-document matrix accounts for information related to past tense and present tense inflections by separately enumerating the instances of the affixes from the instances of the stems; applying a weighting function to attribute-values within the morpheme-by-document matrix to generate a weighted morpheme-by-document matrix, wherein applying the weighting function includes: applying the weighting function to the attribute-values of the stems; and applying the weighting function to the attribute-values of the affixes separately from the attribute-values of the stems to separately account for relative importance of the affixes; generating at least one lower rank approximation matrix by factorizing the weighted morpheme-by-document matrix; and retrieving information with reference to the at least one lower rank approximation matrix.

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Claim 2:
2. The computer implemented method of claim 1 , wherein the corpus is stored within a computer accessible storage, and wherein retrieving the information comprises: searching for information in the corpus with reference to the at least one lower rank approximation matrix; and rendering the information as search results to a display.