Neural network modelling by rank configurations

Mykola M. Bykov; Viacheslav V. Kovtun; Abdourahmane Raimy; Konrad Gromaszek; Saule Smailova

doi:10.1117/12.2501521

1 October 2018 Neural network modelling by rank configurations

Mykola M. Bykov, Viacheslav V. Kovtun, Abdourahmane Raimy, Konrad Gromaszek, Saule Smailova

Proceedings Volume 10808, Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2018; 1080821 (2018) https://doi.org/10.1117/12.2501521
Event: Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2018, 2018, Wilga, Poland

Abstract

The article presents the model of neural network in the form of rank configuration. The neurons are assumed to be the nodes of simplex, which presents a rank configuration, and the weights of the neural network are the edges of this simplex in the proposed model. Edges of simplex are marked by ranks of the weights. This approach allows us to evaluate the adequacy of rank configurations to make decisions on a system that already had proven effective in this application. Also such model gives an opportunity to present neurons as binary codes that preserve ranks of distances (DRP-codes) and to build digital model of memory core of memcomputer. The research of the model is carried out on the process of decimal digits recognition by Hopfield net.

Citation Download Citation

Mykola M. Bykov, Viacheslav V. Kovtun, Abdourahmane Raimy, Konrad Gromaszek, and Saule Smailova "Neural network modelling by rank configurations", Proc. SPIE 10808, Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2018, 1080821 (1 October 2018); https://doi.org/10.1117/12.2501521

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