SAMPLING OF RANDOM NUMBERS FROM ARBITRARY DISTRIBUTIONS

A method for probabilistic computing is provided. The method comprises specifying a target distribution for a computational model, wherein the target distribution is defined by a function. A number of coin flips are performed with a number of weighted coinflip devices, wherein weights for the coinfl...

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Hauptverfasser: Aimone, James Bradley, Misra, Shashank, Smith, John Darby
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creator Aimone, James Bradley
Misra, Shashank
Smith, John Darby
description A method for probabilistic computing is provided. The method comprises specifying a target distribution for a computational model, wherein the target distribution is defined by a function. A number of coin flips are performed with a number of weighted coinflip devices, wherein weights for the coinflip devices are determined by the function. The number of coinflips are then converted to a random number from the target distribution according to outputs of the weighted coinflip devices, wherein a circuit uses the coin flips as inputs to randomly activate bits in a binary representation of the random number.
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subjects CALCULATING
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
title SAMPLING OF RANDOM NUMBERS FROM ARBITRARY DISTRIBUTIONS
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