POISCS
    Problems of information security. Computer systemsPeter the Great St. Petersburg Polytechnic University
    Since 1999
    ISSN 2071-8217
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    Articles by keywords "neural network"

    Application of machine learning to the problems of recovering the sequence of deleted data fragments

    Sorokin A. A.Pavlenko E. Yu.
    • Year: 2026
    • Issue: Спецвыпуск
    • 3
    • 199
    • Pages: 96-104

    Protection of artificial intelligence models from backdoor attacks

    Moskalev N. O.Logacheva S. V.Lavrova D. S.
    • Year: 2026
    • Issue: Спецвыпуск
    • 8
    • 207
    • Pages: 51-60

    An empirical study of the robustness of a linear filter built on the Neyman – Pearson criterion to a change in the mean values

    Artificial intelligence and machine learning systems security
    Ognev R. A.Zegzhda D. P.
    • Year: 2023
    • Issue: Спецвыпуск
    • 1
    • 447
    • Pages: 139-144

    Early detection of network attacks based on weight agnostic neural networks

    Network and cyber-physic systems security
    Izotova O. A.Lavrova D. S.
    • Year: 2023
    • Issue: Спецвыпуск
    • 0
    • 389
    • Pages: 54-64

    Recognizing function prologues in binary files with recurrent neural networks

    Software security
    Shaikhanov A. S.
    • Year: 2026
    • Issue: 2
    • 2
    • 512
    • Pages: 92-112

    Identification of a person in uniform based on video stream data using the YOLO convolutional neural network

    Machine learning and knowledge control systems
    Kornienko A. A.Kornienko S. V.Nikitin A. B.Orlov V. A.
    • Year: 2026
    • Issue: 1
    • 5
    • 952
    • Pages: 176-186

    Cyber resilience of digital substations: intelligent technology for cyber threat detection and adaptive environment management

    Cyber-physic systems security
    Zegzhda D. P.Gavva G. D.Kalinin M. O.Ovasapyan T. D.Tolstykh M. A.
    • Year: 2026
    • Issue: 1
    • 19
    • 980
    • Pages: 152-167

    Attack detection by artificial neural networks

    Network and telecommunication security
    Tatarnikova T. M.Sikarev I. A.
    • Year: 2023
    • Issue: 4
    • 1
    • 1153
    • Pages: 84-94

    Malware detection using deep neural networks

    Software security
    Volkovskiy M. A.Ovasapyan T. D.Makarov A. S.
    • Year: 2023
    • Issue: 4
    • 4
    • 1177
    • Pages: 72-83

    Development of a trainable neural network for analysis of linguistic data

    Machine learning and knowledge control systems
    Grigoriev M. D.Tatarnikova T. M.
    • Year: 2023
    • Issue: 3
    • 0
    • 1080
    • Pages: 170-176

    ADAPTIVE NEUTRALIZATION OF CYBERPHYSICAL SYSTEMS STRUCTURAL BREACH BASE ON GRAPH ARTOFOCAL NEURAL NETWORKS

    Information security cyber-physic systems
    Aleksandrova E. B.Shtyrkina A. A.
    • Year: 2022
    • Issue: 4
    • 4
    • 1066
    • Pages: 89-100

    STUDY OF MACHINE LEARNING METHODS TO ENSURE INFORMATION SECURITY IN RETAIL TRADING OPERATIONS

    Machine learning and knowledge control systems
    Bezzateev S. V.Elina T. N.KRASNIKOV N.S.
    • Year: 2022
    • Issue: 3
    • 1
    • 1025
    • Pages: 155-166

    VOICE IDENTIFICATION METHOD BASED ON MACHINE LEARNING

    Machine learning and knowledge control systems
    SHNIPEROV A.N.POTYLITSINA Y.V.
    • Year: 2022
    • Issue: 3
    • 0
    • 1024
    • Pages: 143-154

    A MODEL OF DIFFERENTIATION OF ACCESS RIGHTS FOR A VIRTUAL SQUAD OF UNMANNED AERIAL VEHICLES

    Research, monitoring and optimization of automated technological processes and productions control systems
    Kurakin A. S.
    • Year: 2022
    • Issue: 3
    • 4
    • 986
    • Pages: 121-129

    Comparative analysis of the problems of the application of steganography methods in the implementation of illegal actions and its role in digital forensics

    Information security application
    Fedosenko M.Yu.Bezzateev S. V.
    • Year: 2023
    • Issue: 3
    • 13
    • 1220
    • Pages: 33-57

    Artificial neural networks in the navigation safety system of autonomous unmanned vessels

    Machine learning and knowledge control systems
    Milyakov D. F.Sikarev I. A.Travin S. V.
    • Year: 2023
    • Issue: 2
    • 6
    • 1102
    • Pages: 191-201

    Method of cyberphysical system topology reconfiguration based on graph artificial neural network

    Cyber-physic systems security
    Shtyrkina A. A.
    • Year: 2023
    • Issue: 2
    • 0
    • 1105
    • Pages: 173-182

    Comparison of the effectiveness of anomaly detection by machine learning algorithms without a teacher

    Machine learning and knowledge control systems
    Gololobov N. V.Pavlenko E. Yu.
    • Year: 2022
    • Issue: 2
    • 0
    • 1054
    • Pages: 135-147

    Fake posts detection using graph neural networks

    Network and telecommunication security
    Izotova O. A.Lavrova D. S.
    • Year: 2021
    • Issue: 3
    • 3
    • 1205
    • Pages: 34-43

    The impact of adversarial attacks on deep learning models

    Machine learning and knowledge control systems
    Spirin A. A.Lebin M. E.Gindin E. M.Isakova N. Yu.
    • Year: 2025
    • Issue: 4
    • 21
    • 1343
    • Pages: 163-183

    Software for detecting potentially dangerous items at mass event entries using computer vision

    Technological systems, algorithmization of tasks and control objects modeling
    Gulkin K. D.Bakaeva O. A.
    • Year: 2025
    • Issue: 4
    • 11
    • 1195
    • Pages: 110-120

    Adversarial attacks on intrusion detection systems using LSTM classifier

    Network and telecommunication security
    Kulikov D. A.Platonov V. V.
    • Year: 2021
    • Issue: 2
    • 3
    • 1341
    • Pages: 48-56

    Anomaly detection in cyber-physical systems using graph neural networks

    Network and telecommunication security
    Ivanov M. I.Pavlenko E. Yu.
    • Year: 2021
    • Issue: 2
    • 3
    • 1364
    • Pages: 21-40

    Anomaly detection in cyber-physical systems using graph neural networks

    Information security cyber-physic systems
    Vasileva K.V.Lavrova D. S.
    • Year: 2021
    • Issue: 1
    • 4
    • 1697
    • Pages: 117-130

    Protection against adversarial attacks on malicious executable detection methods using machine learning algorithms

    Network and telecommunication security
    Marshev I. I.Zhukovskii E. V.Aleksandrova E. B.
    • Year: 2021
    • Issue: 1
    • 9
    • 1427
    • Pages: 50-54

    Banking fraud detection using graph neural networks

    Cyber-physic systems security
    Sergadeeva A. I.Lavrova D. S.
    • Year: 2021
    • Issue: 4
    • 9
    • 1381
    • Pages: 112-122

    Method for searching for clones of program code in binary executable files

    Zavadskii E. V.Bulat A. V.
    • Year: 2024
    • Issue: Спецвыпуск
    • 1
    • 1222
    • Pages: 46-55

    Detection of artificially synthesized audio files using graph neural networks

    Machine learning and knowledge control systems
    Izotova O. A.Lavrova D. S.
    • Year: 2024
    • Issue: 2
    • 3
    • 1284
    • Pages: 169-177

    Application of machine learning methods in the problem of searching area of interest for biometric identification based on the pattern of palm veins

    Machine learning and knowledge control systems
    Almuhamedov A. I.Kolomoitcev V. S.
    • Year: 2023
    • Issue: 1
    • 0
    • 1268
    • Pages: 128-138

    DDoS attacks detection based on a modular neural network

    Machine learning and knowledge control systems
    Sergadeeva A. I.Lavrova D. S.
    • Year: 2023
    • Issue: 1
    • 4
    • 1312
    • Pages: 111-118

    The use of convolutional neural networks to enhance the security of steganographic methods

    Prisich M. A.Bezborodko A. I.
    • Year: 2025
    • Issue: Спецвыпуск
    • 7
    • 1470
    • Pages: 134-144

    The application of machine learning algorithms in securing IoT-systems network infrastructure in water transport systems

    Research, monitoring and optimization of automated technological processes and productions control systems
    Arbuzov A. M.Nyrkov A. P.Terekhov A. N.Li I. V.Demenev D. A.
    • Year: 2025
    • Issue: 2
    • 6
    • 1448
    • Pages: 131-142

    Analysis of the possibilities of using biometric characteristics to identify a potential internal violator based on his psycho-emotional state

    Information security application
    Adadurov S. E.Kornienko A. A.Kornienko S. V.Osipenko E. D.
    • Year: 2025
    • Issue: 2
    • 19
    • 1427
    • Pages: 9-20

    Building a semantic space of intentions using generative pre-trained models for solving the spam filtering task

    Network and telecommunication security
    Zhukov I. Yu.Balashova E. E.Mandrov A. P.Kravchenko N. D.
    • Year: 2025
    • Issue: 3
    • 10
    • 1537
    • Pages: 55-68

    Protecting neural network models from privacy violation threats in federated learning using optimization methods

    Machine learning and knowledge control systems
    Bezborodov P. D.Lavrova D. S.
    • Year: 2025
    • Issue: 1
    • 7
    • 1529
    • Pages: 21-29