首页> 外国专利> Apparatus for classifying category of a text based on neural network method thereof and computer recordable medium storing program to perform the method

Apparatus for classifying category of a text based on neural network method thereof and computer recordable medium storing program to perform the method

机译:基于神经网络方法对文本类别进行分类的设备和执行该方法的计算机可记录介质存储程序

摘要

The present invention relates to a device for classifying categories of texts based on a neural network, a method therefor, and a computer readable recording medium for recording a program to perform the method. The device for classifying categories of texts comprises a neural network, a data converting unit, and a classifying unit. The neural network is composed of an input layer formed of a matrix, a hidden layer, and an output layer outputting a result of an arithmetic operation of the hidden layer. The neural network is made of a plurality of layers having a plurality of arithmetic operations, wherein a weighted value is applied to a result of one arithmetic operation of one layer among the plurality of layers to be inputted to an arithmetic operation of a next layer. When texts are inputted, the data converting unit converts the inputted texts into a matrix expression in accordance with the matrix of the input layer. When the texts are target data of which a category is not known, the classifying unit inputs the texts converted into the matrix expression to the input layer of the neural network and classifies categories of the texts depending on results of the plurality of arithmetic operations of the neural network. The present invention can provide the device for classifying categories of texts optimized for individual application problems.
机译:本发明涉及基于神经网络对文本的类别进行分类的设备,其方法以及用于记录执行该方法的程序的计算机可读记录介质。用于对文本类别进行分类的设备包括神经网络,数据转换单元和分类单元。该神经网络由由矩阵形成的输入层,隐藏层和输出该隐藏层的算术运算结果的输出层组成。该神经网络由具有多个算术运算的多个层构成,其中将加权值应用于要输入到下一层的算术运算的多个层中的一层的一个算术运算的结果。当输入文本时,数据转换单元根据输入层的矩阵将输入的文本转换为矩阵表达式。当文本是类别未知的目标数据时,分类单元将转换为矩阵表达式的文本输入到神经网络的输入层,并根据文本的多个算术运算的结果对文本的类别进行分类。神经网络。本发明可以提供用于对针对各个应用问题而优化的文本的类别进行分类的设备。

著录项

  • 公开/公告号KR20180137168A

    专利类型

  • 公开/公告日2018-12-27

    原文格式PDF

  • 申请/专利权人 ESTSOFT CORP.;

    申请/专利号KR20170076467

  • 申请日2017-06-16

  • 分类号G06F17/30;G06N3/08;

  • 国家 KR

  • 入库时间 2022-08-21 11:52:15

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