On the Robustness of Stochastic Bayesian Machines

This paper revisits the stochastic computing paradigm as a way to implement architectures dedicated to probabilistic inference. In general, it is assumed the operation over stochastic bit streams is robust with respect to radiation transient events effects. Moreover, it can be expected that leveragi...

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Veröffentlicht in:	IEEE transactions on nuclear science 2017-08, Vol.64 (8), p.2276-2283
Hauptverfasser:	Coelho, Alexandre, Laurent, Raphael, Solinas, Miguel, Fraire, Juan, Mazer, Emmanuel, Zergainoh, Nacer-Eddine, Karaoui, Said, Velazco, Raoul
Format:	Artikel
Sprache:	eng
Schlagworte:	Bayes methods Bayesian analysis Bayesian calculations Circuit faults Computation Encoding Engineering Sciences fault injection Hardware Hazardous areas Micro and nanotechnologies Microelectronics Probabilistic inference Probabilistic logic Radiation effects Robustness Single event upsets soft errors Statistical inference stochastic computing Stochastic processes
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