Generating training documents

摘要

A method of generating training documents for training a classifying device comprises, with a processor, sampling from a distribution of words in a number of original documents, and creating a number of pseudo-documents from the distribution of words, the pseudo-documents comprising a similar distribution of words as the original documents. A device for classifying textual documents comprises a processor; and a memory communicatively coupled to the processor, the memory comprising a sampling module to, when executed by the processor, determine the distribution of words in a number of original documents, a pseudo-document creation module to, when executed by the processor, create a number of pseudo-documents from the distribution of words, the pseudo-documents comprising a similar distribution of words as the original documents, and a training module to, when executed by the processor, train the device to classify textual documents based on the pseudo-documents.

主权项

1. A method of generating training documents for training a classifying device comprising, with at least one processor:
sampling from a distribution of words in a number of original documents; and creating a number of pseudo-documents from the distribution of words, the pseudo-documents comprising a same distribution of words as the original documents, wherein creating the number of pseudo-documents comprises creating a pseudo-document of the number of pseudo-documents based on a combined distribution of words from at least two original documents.