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Some of the more cutting edge signal classification techniques utilize deep neural networks (DNNs): This particular paper utilizes a convolutional neural network (CNN) and a residual neural network. The convolutional "front-end" extracts its own nonlinear features prior to connection to the densely connected layers. ...

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