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MACHINE TRANSLATION SYSTEM BASED ON CAPSULE NEURAL NETWORK AND INFORMATION DATA PROCESSING TERMINAL

机译:基于胶囊神经网络和信息数据处理终端的机器翻译系统。

摘要

A machine translation system based on a capsule neural network and an information data processing terminal, for use in the technical field of computer software. A machine translation method based on a capsule neural network, comprising: mapping words to a high-dimensional vector space to obtain word vectors, obtaining word vectors combining additional information in a corpus, and also combining position information of the words (S101); receiving context vectors, obtaining word vectors to the target language, and obtaining a target language vocabulary by means of a dictionary (S102); In the present solution, by means of changing the internal structure of the neural network, additional information in the corpus can be learned by means of a word embedding layer after improvement of the capsule layer, such that the corresponding words in the source text and the translation are closer, and the distance of words having similar additional information in the source text and the translation in the word vector space is closer.
机译:基于胶囊神经网络和信息数据处理终端的机器翻译系统,用于计算机软件技术领域。一种基于胶囊神经网络的机器翻译方法,包括:将词映射到高维向量空间以获得词向量;获得结合语料库中附加信息的词向量;还结合词的位置信息(S101);接收上下文向量,获得目标语言的词向量,并通过字典获得目标语言的词汇(S102);在本解决方案中,通过改变神经网络的内部结构,可以在改进胶囊层之后通过单词嵌入层来学习语料库中的附加信息,从而使源文本和翻译更接近,并且源文本中具有相似附加信息的单词之间的距离更近,单词向量空间中的翻译也更接近。

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