Questions Tagged With autoencoder

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Pretraining Neural Networks: Autoencoders vs Restricted Boltzmann Machines

Oct 23 '14 at 17:19 Chet Corcos1 (asked by Andrew Gibiansky201 )

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Why does K-means generate such good features, especially compared to GMM?

Nov 24 '11 at 03:13 Mathieu Blondel1191 (asked by Oleg Trott246 )

autoencoder gmm dbn k-means deep-learning rbm nips

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Implementation of Deep Belief Networks / Autoencoders in python

Jan 14 '13 at 04:15 Onet14 (asked by mite106 )

rbm autoencoder dbn

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960

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Why should the reconstruction loss of an auto encoder be HIGH on non training examples?

Jul 04 '13 at 11:07 Alexandre Passos ♦25541 (asked by haarts96 )

loss autoencoder reconstruction

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Predictive Sparse Decomposition vs Sparse AutoEncoders?

May 29 '14 at 10:34 Christian Hudon1 (asked by Max476 )

autoencoder sparse-coding deep-learning neural-networks sparse unsupervised-learning

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How does one reverse the max-pooling step for a convolutional auto-encoder ?

Nov 20 '13 at 10:04 Dan Ryan406 (asked by Ankit Bhutani31 )

deep-learning theano autoencoder convolution

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How to increase the "capacity" of Auto-encoders?

Dec 28 '10 at 13:50 Oliver Mitevski872

autoencoder dbn

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Practical Limitations of Spectral Hashing

Nov 21 '11 at 00:38 gdahl ♦3414 (asked by Armand Feynrich31 )

spectral semantic autoencoder lsh hashing

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Why we need sparsity for auto-encoders?

Sep 18 '14 at 01:32 sunkevin1 (asked by Upul Bandara104 )

sparsity autoencoder

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Dimensionality reduction with autoencoders?

Aug 05 '12 at 15:47 Joseph Turian ♦♦5790 (asked by Matt G16 )

deep-learning dimensionality-reduction ica pca autoencoder

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Role of Sparsity Penalty in training Stacked Autoencoders

Feb 17 '14 at 22:20 Sharath Chandra311

autoencoder dbn image sparsity rbm parameter-settings neural-networks

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Denoising Autoencoder not performing on CIFAR10

Nov 15 '14 at 19:58 Saul Berardo66 (asked by haarts96 )

denoising rbm autoencoder training cifar10

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Why is a RBM able to be generative and an Autoencoder not?

Jul 18 '13 at 17:31 Alexandre Passos ♦25541 (asked by haarts96 )

generative rbm autoencoder

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Autoencoder with linear decoding layer vs non-linear decoding layer

May 23 '13 at 06:49 Sander Dieleman1556 (asked by Infinity16 )

neural-networks autoencoder sparse

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Necessary conditions on the input of autoencoders to converge?

Nov 23 '10 at 08:59 Oliver Mitevski872

autoencoder

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Dropout: Input to output layer? How about Pre-training

Sep 16 '13 at 15:25 gdahl ♦3414 (asked by gerard76 )

pretraining autoencoder dropout regularization generalization deep-learning neural-networks

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Phone recognition with Stacked Autoencoder

Oct 07 '13 at 23:11 gdahl ♦3414 (asked by Saul Berardo66 )

deep-learning autoencoder speech-recognition

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Learning Features of Large Images

Oct 04 '13 at 15:18 gerard76

convolutional autoencoder features large-scale image dbn invariant

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Why would a "KL divergence" term enforce sparsity in autoencoders?

Oct 14 '13 at 17:35 Saul Berardo66 (asked by Max476 )

autoencoder deep-learning kl-divergence neural-networks sparse unsupervised-learning

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820

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Stopping and evaluation criteria for Autoencoders that will be used for supervised learning

Nov 08 '13 at 16:22 Dan Ryan406

hyperparameters pretraining autoencoder

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756

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Can deep autoencoders be used for classifying highly biased datasets?

Dec 18 '13 at 20:22 Sarerf1

deep-learning rbm autoencoder classification

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Sparse Autoencoder with dropout technique? tutorial code?

Jan 03 '14 at 17:20 Andrew Plassard1 (asked by Edwin1 )

deep-learning dropout autoencoder sparse

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420

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Autoencoder for supervised image data in Matlab?

Dec 14 '14 at 01:32 Barckley011

image autoencoder

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Penalize Noise in reconstruction

Jul 08 '10 at 14:21 Alexandre Passos ♦25541 (asked by Manux1 )

deep-learning autoencoder neural-networks reconstruction

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780

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autoencoder + inhibition

Jul 22 '11 at 14:54 nop241

lateral inhibition autoencoder

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Sparse Autoencoder (UFLDL) Tanh activation?

Jul 12 '12 at 22:11 PeterRabbit30

autoencoder tanh deep-learning autoencoders l-bfgs ufldl

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The correct way of selecting hyper parameters of a sparse auto-encoder based classification system.

Jul 23 '12 at 04:58 ogrisel4989 (asked by Upul Bandara104 )

autoencoder classification

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Manifold Tangent Classifier and the manifold hypothesis for classification

Aug 07 '12 at 09:58 Justin Bayer1706 (asked by Matt G16 )

manifold autoencoder

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887

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Local tangent space for Contractive Autoencoders and class identity

Jan 09 '13 at 12:04 cdrn15

deep-learning representation autoencoder

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Autoencoders - classification accuracy on engineered features.

May 31 '13 at 13:02 Andreas Mueller2686 (asked by Bartosz Witkowski6 )

deep-learning mnist autoencoder feature-learning classification

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