Search Results for author: Oleg Nikitin

Found 5 papers, 0 papers with code

Braid-based architecture search

no code implementations8 Jul 2022 Olga Lukyanova, Oleg Nikitin, Alex Kunin

In this article, we propose the approach to structural optimization of neural networks, based on the braid theory.

BraidNet: procedural generation of neural networks for image classification problems using braid theory

no code implementations20 Apr 2021 Olga Lukyanova, Oleg Nikitin, Alex Kunin

In this article, we propose the approach to procedural optimization of a neural network, based on the combination of information theory and braid theory.

Classification General Classification +1

The principle of weight divergence facilitation for unsupervised pattern recognition in spiking neural networks

no code implementations20 Apr 2021 Oleg Nikitin, Olga Lukyanova, Alex Kunin

Parallels between the signal processing tasks and biological neurons lead to an understanding of the principles of self-organized optimization of input signal recognition.

Constrained plasticity reserve as a natural way to control frequency and weights in spiking neural networks

no code implementations15 Mar 2021 Oleg Nikitin, Olga Lukyanova, Alex Kunin

Biological neurons have adaptive nature and perform complex computations involving the filtering of redundant information.

Bayesian Inference

A Machine-Synesthetic Approach To DDoS Network Attack Detection

no code implementations13 Jan 2019 Yuri Monakhov, Oleg Nikitin, Anna Kuznetsova, Alexey Kharlamov, Alexandr Amochkin

In the authors' opinion, anomaly detection systems, or ADS, seem to be the most perspective direction in the subject of attack detection, because these systems can detect, among others, the unknown (zero-day) attacks.

Anomaly Detection General Classification +1

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