Research of a stochastic optimizer based on a logical probability code converter
DOI:
https://doi.org/10.56143/2181-2438-2025-1-9-13Keywords:
Probability Code Converter (LPCV), Stochastic Quasi-Gradient (SQG), Stochastic Theorem, Stochastic Computing Device (StCD), FunctionAbstract
In the modern world, electronic computing devices play an important role, and one of the key factors of their efficiency is high performance, meaning the ability to perform more operations per unit of time. However, complex operations such as multiplication, division, and exponentiation require significant time costs. Stochastic computing devices can be used to speed up these processes. The article discusses the structure of the stochastic optimizer and presents its schematic. It describes the algorithm of the stochastic computing device for solving a stochastic optimization problem. Additionally, an analysis of the performance of the stochastic optimizer is provided, including the dependence of performance on computation accuracy and the dimensionality of the space