Automated Text Classification System Based on Statistical Unified Model

2020 ◽  
pp. 1079-1087
Author(s):  
S. Skorynin ◽  
A. Surkova
Keyword(s):  
Text Classification ◽  
Classification System ◽  
Unified Model ◽  
Automated Text Classification

scholarly journals Semi-automated text classification

2014 ◽  
Vol 48 (1) ◽  
pp. 42-42 ◽  
Author(s):  
Giacomo Berardi
Keyword(s):  
Text Classification ◽  
Automated Text Classification

Multidimensional Text Warehousing for Automated Text Classification

2018 ◽  
Vol 11 (2) ◽  
pp. 168-183
Author(s):  
Jiyun Kim ◽  
Han-joon Kim
Keyword(s):  
Text Classification ◽  
Document Retrieval ◽  
Business Strategies ◽  
Data Organization ◽  
Order Tensor ◽  
Text Data ◽  
Data Manipulation ◽  
Textual Representation ◽  
Automated Text Classification ◽  
Effective Analysis

This article describes how, in the era of big data, a data warehouse is an integrated multidimensional database that provides the basis for the decision making required to establish crucial business strategies. Efficient, effective analysis requires a data organization system that integrates and manages data of various dimensions. However, conventional data warehousing techniques do not consider the various data manipulation operations required for data-mining activities. With the current explosion of text data, much research has examined text (or document) repositories to support text mining and document retrieval. Therefore, this article presents a method of developing a text warehouse that provides a machine-learning-based text classification service. The document is represented as a term-by-concept matrix using a 3rd-order tensor-based textual representation model, which emphasizes the meaning of words occurring in the document. As a result, the proposed text warehouse makes it possible to develop a semantic Naïve Bayes text classifier only by executing appropriate SQL statements.

The VINITI RAS Automatic Text Classification System for Processing the Flow of Scientific Publications

2020 ◽  
Vol 54 (3) ◽  
pp. 113-123
Author(s):  
V. S. Egorov ◽  
E. S. Kozlova ◽  
K. E. Lomotin ◽  
O. V. Fedorets ◽  
A. V. Filimonov ◽  
...  
Keyword(s):  
Text Classification ◽  
Classification System ◽  
Scientific Publications ◽  
Automatic Text Classification ◽  
Viniti Ras ◽  
Automatic Text
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