Stacked Autoencoders and Encode/Decode Functionality

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Paul Poloniewicz
Paul Poloniewicz 2017-10-18
回答： wenyi shao 2018-8-23
Hi. I am trying to duplicate an Autoencoder structure that looks like the attached image. This is from a paper by Hinton (Reducing the Dimensionality of Data with Neural Networks). I've looked at stacking Autoencoders, but it seems it only performs the encode function, not the decode. I am looking at this incorrectly, or is some other way to do this?

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回答（2 个）

Nate
Nate 2017-10-26
Stacked autoencoders perform both encoding and decoding. The following doc pages might be useful: https://www.mathworks.com/help/nnet/examples/training-a-deep-neural-network-for-digit-classification.html https://www.mathworks.com/help/nnet/ref/autoencoder.stack.html https://www.mathworks.com/help/nnet/ug/construct-deep-network-using-autoencoders.html
wenyi shao
wenyi shao 2018-8-23
Yes, the stack function only extracts the encoders from the autoencoders and stacks them. It seems MATLAB does not support extracting the decoders yet.

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