Sentiment Analysis Technology of English Newspapers Quotes Based on Neural Network as Public Opinion Influences Identification Tool

被引:3
作者
Voloshyn, Serhii [1 ]
Vysotska, Victoria [2 ,3 ]
Markiv, Oksana [1 ]
Dyyak, Ivan [4 ]
Budz, Ihor [5 ]
Schuchmann, Vadim [6 ]
机构
[1] Lviv Polytech Natl Univ, Informat Syst & Networks Dept, Lvov, Ukraine
[2] Lviv Polytech Natl Univ, Lvov, Ukraine
[3] Osnabruck Univ, Osnabruck, Germany
[4] Ivan Franko Natl Univ Lviv, Appl Math Dept, Lvov, Ukraine
[5] Lviv Polytech Natl Univ, Computat Math & Programming Dept, Lvov, Ukraine
[6] West Ukrainian Natl Univ, Software Engn Dept, Ternopol, Ukraine
来源
2022 IEEE 17TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND INFORMATION TECHNOLOGIES (CSIT) | 2022年
关键词
sentiment analysis; newspaper; English; NLP; words embedding; classification; dataset; neural network;
D O I
10.1109/CSIT56902.2022.10000627
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article dwells upon research concerning human language processing techniques, namely emotion analysis, conducted to identify emotions of author quotations in English newspaper articles. The publication describes general information about human language processing, brief description of analogues based on machine learning and neural network to analyse emotions in text. The main goal is to develop intelligent system for sentiment analysis of English language quotations and keywords identification that influences public opinion. The article describes sequence of program actions and tools that have been used. Then, statistics of tasks performed by neural networks with various functions of activators have been described. In the publication, product demo version has been described, and primary usage scenario has been depicted. In the end, research results have been summarised.
引用
收藏
页码:83 / 88
页数:6
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