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elm-auto-encoder's Introduction

ELM-Auto-Encoder

To run multi-layer ELM

You have to download MNIST dataset from http://yann.lecun.com/exdb/mnist/ Follow the instructions in website to extract MNIST. and place it in a folder called "mnist"

Run the code using the following command

[TrainingTime, TestingTime, TrainingAccuracy, TestingAccuracy] = MELM_MNIST25(0, 0, 3, [700,15000], [1e-1,1e4,1e8],0.05, [0.7,1], [0.8,0.9])

Or

[TrainingTime, TestingTime, TrainingAccuracy, TestingAccuracy] = MELM_MNIST25(0, 0, 3, [700,15000], [1e-1,1e3,1e8],0.05, [0.7,6], [0.8,4])

or small memory require

[TrainingTime, TestingTime, TrainingAccuracy, TestingAccuracy] = MELM_MNIST25(0, 0, 3, [700,1500], [1e-1,1e4,1e8],0.05, [0.7,1], [0.8,0.9])

todo: implement python version;sequence input。

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