Shawe-Taylor, John and Zerovnik, Janez v
Analysis of the Mean Field Annealing Algorithm for Graph Colouring.
We introduce the Multi State Bitstream Neuron. By replacing the stochastic activation function with stochastic weights the MSBSN is shown to approximate a Generalised Boltzmann Machine. Benchmarks show the algorithm performs as well as the Boltzmann algorithm whilst the MSBSN lends itself to a very compact and fast hardware implementation.
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