Oliver Mitevski omitevski
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| ###### | |
| #It uses the cross entropy error function: | |
| f = -(1/batchSize)*sum(data*log(recon) + (1-data)*log(1-recon)) | |
| #compute derivatives for the last layer | |
| Ix_n2 = (1/float(batchSize))*(recon-data) | |
| # outer product | |
| # w_n2_probs the outputs at the layer before the last | |
| dwLast = dot(w_n2_probs.t, Ix_n2) |
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| """ | |
| Author: Oliver Mitevski | |
| References: | |
| A Generalized Linear Model for Principal Component Analysis of Binary Data, | |
| Andrew I. Schein; Lawrence K. Saul; Lyle H. Ungar | |
| The code was translated and adapted from Jakob Verbeek's | |
| "Hidden Markov models and mixtures for Binary PCA" implementation in MATLAB |
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| """ | |
| Author: Oliver Mitevski | |
| References: | |
| A Generalized Linear Model for Principal Component Analysis of Binary Data, | |
| Andrew I. Schein; Lawrence K. Saul; Lyle H. Ungar | |
| The code was translated and adapted from Jakob Verbeek's | |
| "Hidden Markov models and mixtures for Binary PCA" implementation in MATLAB |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| """ | |
| Author: Oliver Mitevski | |
| References: | |
| A Generalized Linear Model for Principal Component Analysis of Binary Data, | |
| Andrew I. Schein; Lawrence K. Saul; Lyle H. Ungar | |
| The code was translated and adapted from Jakob Verbeek's | |
| "Hidden Markov models and mixtures for Binary PCA" implementation in MATLAB |