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A Three-Way Model for Collective Learning on Multi ...
A Three-Way Model for Collective Learning on Multi-Relational Data compute. 2. Modelling and Notation The modelling approach of relational domains in this pa-per is the following. To represent dyadic relational data we make use of the semantic web’s RDF formalism where relations are modeled as triples of the form (subject,
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Rectified Linear Units Improve Restricted Boltzmann Machines
icml.ccRBMs were originally developed using binary stochas-tic units for both the visible and hidden layers (Hinton, 2002). To deal with real-valued data such as the pixel intensities in natural images, (Hinton & Salakhutdinov, 2006) replaced the binary visible units by linear units with independent Gaus-sian noise as first suggested by (Freund ...
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