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Computer-implemented method and apparatus for generating grapheme-to-phoneme model

机译:生成音素模型的计算机实现的方法和装置

摘要

A method and an apparatus for generating a g2p model based on AI are provided. The method includes: during performing a grapheme-to-phoneme conversion training by a neural network on each word in training data, screening nodes in a hidden layer of the neural network randomly according to a preset node ratio so as to obtain retaining nodes for training each word; training each word with a sub-neural network corresponding to the retaining nodes and updating a weight of each retaining node of the sub-neural network; and performing a mean processing on the weights of the retaining nodes of respective sub-neural networks, so as to generate the grapheme-to-phoneme model.
机译:提供了一种用于基于AI生成g2p模型的方法和设备。该方法包括:在神经网络对训练数据中的每个单词进行音素到音素转换训练的过程中,根据预设的节点比率随机筛选神经网络隐藏层中的节点,以获得用于训练的保留节点。每个字;用对应于所述保留节点的子神经网络训练每个单词,并更新所述子神经网络的每个保留节点的权重;对各个子神经网络的保留节点的权重进行均值处理,以生成音素到音素模型。

著录项

  • 公开/公告号US10181320B2

    专利类型

  • 公开/公告日2019-01-15

    原文格式PDF

  • 申请/专利号US201615391907

  • 发明设计人 ZHIJIE CHEN;YONGGUO KANG;

    申请日2016-12-28

  • 分类号G06N3/04;G06N3/08;G10L15/02;G10L15/06;G10L15/16;G06F17/22;G10L13;

  • 国家 US

  • 入库时间 2022-08-21 12:12:27

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