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    • 65. 发明公开
    • METHOD FOR TRANSFORMING INPUT SIGNALS
    • 转换输入信号的方法
    • EP3175393A1
    • 2017-06-07
    • EP15751113.0
    • 2015-07-24
    • Mitsubishi Electric Corporation
    • HERSHEY, JohnLE ROUX, JonathanWENINGER, Felix
    • G06N3/04G06N3/08
    • G06N3/0445G06N3/0436G06N3/08G06N3/084G06N7/005G06N99/005G10L15/16
    • A method for transforms input signals, by first defining a model for transforming the input signals, wherein the model is specified by constraints and a set of model parameters. An iterative inference procedure is derived from the model and the set of model parameters and unfolded into a set of layers, wherein there is one layer for each iteration of the procedure, and wherein a same set of network parameters is used by all layers. A neural network is formed by untying the set of network parameters such that there is one set of network parameters for each layer and each set of network parameters is separately maintainable and separately applicable to the corresponding layer. The neural network is trined to obtain a trained neural network, and then input signals are transformed using the trained neural network to obtain output signals.
    • 一种用于变换输入信号的方法,通过首先定义用于变换输入信号的模型,其中该模型由约束和一组模型参数来指定。 迭代推理过程从该模型和该组模型参数导出并且展开成一组层,其中该过程的每次迭代有一个层,并且其中所有层使用相同的一组网络参数。 通过解开一组网络参数形成神经网络,使得每层有一组网络参数,并且每组网络参数可单独维护并分别适用于相应的层。 训练神经网络以获得训练的神经网络,然后使用训练的神经网络对输入信号进行变换以获得输出信号。