首页> 外国专利> Sentence sentiment classification system and method based on sentiment dictionary construction by the price fluctuation and convolutional neural network

Sentence sentiment classification system and method based on sentiment dictionary construction by the price fluctuation and convolutional neural network

机译:基于价格波动和卷积神经网络的情感词典构建的句子情感分类系统及方法

摘要

The present invention relates to a sentence emotion classification system and a method based on emotional dictionary construction and a composite-product neural network based on price fluctuations. The sentence emotion classification system according to the present invention includes a data preprocessor, an emotion dictionary construction unit, and an emotion classification unit. The data preprocessor extracts a sentence from a document set, analyzes morphemes, and removes words without discrimination from the document set to process stopwords. The emotional dictionary construction unit extracts a word and expresses it as a vector by using internal / external boundary values of the word in order to determine the meaning and frequency of the word in the document set, collects price fluctuation information according to a specific field, and the price fluctuations. The emotional dictionary is created by classifying the positive and negative of the words based on the information. The emotion classification unit classifies the emotions of sentences based on the emotional dictionary using a convolutional neural network (CNN).
机译:本发明涉及基于情感字典构建和基于价格波动的复合产品神经网络的句子情感分类系统和方法。根据本发明的句子情感分类系统包括数据预处理器,情感字典构建单元和情感分类单元。数据预处理器从文档集中提取一个句子,分析词素,并从文档集中删除单词而没有区别,以处理停用词。情感词典构建单元通过使用单词的内部/外部边界值来提取单词并将其表示为矢量,以确定单词在文档集中的含义和频率,并根据特定字段收集价格波动信息,和价格波动。通过根据信息对单词的肯定和否定进行分类来创建情感词典。情感分类单元使用卷积神经网络(CNN)基于情感字典对句子的情感进行分类。

著录项

  • 公开/公告号KR102086642B1

    专利类型

  • 公开/公告日2020-03-09

    原文格式PDF

  • 申请/专利权人 전남대학교산학협력단;

    申请/专利号KR20180085570

  • 发明设计人 양형정;김미선;

    申请日2018-07-23

  • 分类号G06F40/20;G06N3/08;

  • 国家 KR

  • 入库时间 2022-08-21 11:05:12

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