Sentence examples for categorization documents from inspiring English sources

In standard data mining approach to text categorization, documents represent as bag-of-word vectors.

Some examples of document similarity are document clustering, document categorization, document summarization, and query-based search.

Such analysis is facilitated through use of text mining techniques, ranging from simple statistical pattern learning based on term frequencies, to complex natural language processing techniques in order to produce text categorization, document summarization, information retrieval, and ultimately the data mining [ 6].

The methods under consideration are designed for categorization of documents consisting of a collection of fields, or arbitrary tree-structured documents that can be adequately modeled with such a flat structure.

The detailed categorization of documents revealed that semi-structured reports with an uncommon layout were processed less accurate but also fairly well (micro avg. f1=.915).

The categorization of document types and coupling to organizational roles yields the opportunity for the systematic and meticulous definition of interfaces.

Automated categorization annotations identify documents belonging to particular categories.

The categorization of patent documents is a difficult task that we study how to automate most accurately.

PKIP tool has an advantage over the traditional document categorization methods in that it can correctly categorize the question item which lacks keywords since it adopts the feature selection technique and support vector machine approach to item bank text categorization.

Experiments were performed on text document categorization and ranking tasks.

This paper examines several different approaches to exploiting structural information in semi-structured document categorization.