Hardware implementation of Bayesian network building blocks with stochastic spintronic devices

Bayes Blocks: An Implementation of the Variational Bayesian Building Blocks Framework

A software library for constructing and learning probabilistic models is presented. The library offers a set of building blocks from which a large variety of static and dynamic models can be built. These include hierarchical models for variances of other variables and many nonlinear models. The underlying variational Bayesian machinery, providing for fast and robust estimation but being mathema...

Modelling of multipurpose spintronic devices

Modelling of spin transport and spin dynamics, as a prerequisite for designing spintronic devices, is considered. Spin injection into a semiconductor under chargedepletion, chargeneutrality, and charge accumulation is investigated. The existence of amaximum spin current density in the bulk at a large spin current density at the interface in charge accumulation is related to the spin current at ...

Building blocks for protein interaction devices

Here, we propose a framework for the design of synthetic protein networks from modular protein-protein or protein-peptide interactions and provide a starter toolkit of protein building blocks. Our proof of concept experiments outline a general work flow for part-based protein systems engineering. We streamlined the iterative BioBrick cloning protocol and assembled 25 synthetic multidomain prote...

Flexible spintronic devices on Kapton

Network Motifs : Simple Building Blocks of Complex

http://www.sciencemag.org/cgi/content/full/298/5594/824 version of this article at: including high-resolution figures, can be found in the online Updated information and services, http://www.sciencemag.org/cgi/content/full/298/5594/824/DC1 can be found at: Supporting Online Material found at: can be related to this article A list of selected additional articles on the Science Web sites http://w...