Alexey Serenko

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 8

Top Topics

Significant Features

Biologically Inspired

Genetic Algorithm

Reinforcement Learning

Top Venues

Big Data Cogn. Comput.

Neural Networks

Publications

Roman B. Rybka, Yury Davydov, Danila Vlasov, Alexey Serenko, Alexander G. Sboev, Vyacheslav Ilyin
Comparison of Bagging and Sparcity Methods for Connectivity Reduction in Spiking Neural Networks with Memristive Plasticity. Big Data Cogn. Comput. 8 (3) (2024)
Danila Vlasov, Anton A. Minnekhanov, Roman B. Rybka, Yury Davydov, Alexander G. Sboev, Alexey Serenko, Alexander Ilyasov, Vyacheslav A. Demin
Memristor-based spiking neural network with online reinforcement learning. Neural Networks 166 (2023)
Alexander Sboev, Roman B. Rybka, Dmitry Kunitsyn, Alexey Serenko, Vyacheslav Ilyin, Vadim Putrolaynen
Extraction of Significant Features by Fixed-Weight Layer of Processing Elements for the Development of an Efficient Spiking Neural Network Classifier. Big Data Cogn. Comput. 7 (4) (2023)
Danila Vlasov, Yury Davydov, Alexey Serenko, Roman B. Rybka, Alexander G. Sboev
Spoken Digits Classification Based on Spiking Neural Networks with Memristor-Based STDP. CSCI (2022)
Aleksandr Sboev, Alexey Serenko, Roman B. Rybka, Danila Vlasov, Andrey Filchenkov
Estimation of the influence of spiking neural network parameters on classification accuracy using a genetic algorithm. BICA (2018)
Alexander G. Sboev, Danila Vlasov, Roman B. Rybka, Alexey Serenko
Spiking neural network reinforcement learning method based on temporal coding and STDP. BICA (2018)
Alexander G. Sboev, Roman B. Rybka, Alexey Serenko, Danila Vlasov, Nikolay A. Kudryashov, Vyacheslav Demin
To the role of the choice of the neuron model in spiking network learning on base of Spike-Timing-Dependent Plasticity. BICA (2017)
Alexander G. Sboev, Danila Vlasov, Roman B. Rybka, Alexey Serenko
Solving a classification task by spiking neurons with STDP and temporal coding. BICA (2017)