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

    Developing a spam filter using artificial intelligence

    Kornienko A. A.Kornienko S. V.Gzhibovskiy I. V.
    • Year: 2026
    • Issue: Спецвыпуск
    • 7
    • 206
    • Pages: 30-40

    Proactive AI risk management

    Amenitsky A. V.
    • Year: 2026
    • Issue: Спецвыпуск
    • 19
    • 657
    • Pages: 8-19

    Privacy of machine learning models

    Artificial intelligence and machine learning systems security
    Rudnitskaya E.A.Poltavtseva M. A.
    • Year: 2023
    • Issue: Спецвыпуск
    • 0
    • 392
    • Pages: 108-119

    Protection against the threat of the machine learning models extraction

    Artificial intelligence and machine learning systems security
    Soshnev M. D.Kalinin M. O.
    • Year: 2023
    • Issue: Спецвыпуск
    • 0
    • 384
    • Pages: 95-107

    Classification of methods to counteract a data poisoning attack during neural network training

    Artificial intelligence and machine learning systems security
    Gololobov N. V.Pavlenko E. Yu.
    • Year: 2023
    • Issue: Спецвыпуск
    • 0
    • 398
    • Pages: 86-94

    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

    Protection of AI/ML federated learning systems from poisoning attacks

    Machine learning and knowledge control systems
    Poltavtseva M. A.Vasilyeva A. A.
    • Year: 2026
    • Issue: 2
    • 9
    • 613
    • Pages: 121-137

    Protection against adversarial attacks based on a dynamically reconfigurable ensemble of machine learning models

    Machine learning and knowledge control systems
    Gavva G. D.Kalinin M. O.
    • Year: 2026
    • Issue: 2
    • 10
    • 542
    • Pages: 113-120

    Adversarial attacks against a machine learning based intrusion detection system

    Machine learning and knowledge control systems
    Getman A. I.Goryunov M. N.Matskevich A. G.Rybolovlev D. A.Nikolskaya A. G.
    • Year: 2023
    • Issue: 4
    • 13
    • 1423
    • Pages: 156-190

    Using machine learning algorithms and Honeypot system to detect adversarial attacks on intrusion detection systems

    Machine learning and knowledge control systems
    Yugai P. E.Moskvin D. A.
    • Year: 2023
    • Issue: 4
    • 4
    • 1160
    • Pages: 145-155

    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

    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
    • 1026
    • 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

    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

    Improving the quality of information security state identification based on sample segmentation

    Information security application
    Lebedev I.S.Sukhoparov M.E.
    • Year: 2023
    • Issue: 3
    • 0
    • 1155
    • Pages: 25-32

    Decentralized approach to intrusion detection in dynamic networks of the Internet of Things basing on multi-agent reinforcement learning and inter-agent communication

    Machine learning and knowledge control systems
    Kalinin M. O.Tkacheva E. I.
    • Year: 2023
    • Issue: 2
    • 11
    • 1129
    • Pages: 202-211

    Application of the neocortex model to detect contextual anomalies in network traffic of the industrial Internet of Things

    Cyber-physic systems security
    Markov G.A.
    • Year: 2023
    • Issue: 2
    • 0
    • 1061
    • Pages: 140-149

    Protection against attacks on machine learning systems on the example of evadiation attacks in medical image analysis

    Machine learning and knowledge control systems
    Rudnitskaya E.A.Poltavtseva M. A.
    • Year: 2022
    • Issue: 2
    • 1
    • 1064
    • Pages: 148-159

    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

    Influencing factors information usage for splitting data samples in machine learning methods to assess is state

    Machine learning and knowledge control systems
    Lebedev I.S.Sukhoparov M.E.
    • Year: 2022
    • Issue: 2
    • 0
    • 1064
    • Pages: 125-134

    Malware detection approach based on the detection of abnormal network traffic using machine learning algorithms

    Software security
    Kriulin A. A.Eremeev M. A.Nefedov V. S.
    • Year: 2021
    • Issue: 3
    • 5
    • 1289
    • Pages: 27-33

    Encrypted files detection algorithm

    Software security
    Kozachok A. V.Kozachok A. V.Spirin A. A.
    • Year: 2021
    • Issue: 3
    • 2
    • 1298
    • Pages: 16-26

    Security issues in federated learning systems

    Applied cryptography
    Aleksandrova E. B.Gadisova V. A.
    • Year: 2025
    • Issue: 4
    • 17
    • 1251
    • Pages: 76-88

    Detection malware based on clusterization of performed actions

    Software security
    Ognev R. A.Zhukovskii E. V.Zegzhda D. P.
    • Year: 2021
    • Issue: 2
    • 5
    • 1229
    • Pages: 118-126

    Development of phishing site classificators based on dynamicaly updated dataset

    Network and telecommunication security
    Kubrin G. S.Ivanov D. V.
    • Year: 2021
    • Issue: 2
    • 1
    • 1210
    • Pages: 74-81

    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

    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

    Analysis of ultra-high volumes of network traffic based on quantum machine learning

    Network and telecommunication security
    Kalinin M. O.Krundyshev V. M.
    • Year: 2021
    • Issue: 1
    • 2
    • 1290
    • Pages: 39-49

    Dynamic phishing website dataset collection

    Network and telecommunication security
    Kubrin G. S.Ivanov D. V.
    • Year: 2021
    • Issue: 1
    • 2
    • 1234
    • Pages: 31-38

    Using adversarial attacks to protect against automatic text recognition in CAPTCHA services

    Tsurkan I. S.Malyshev E. V.Zubkov E. A.Moskvin D. A.
    • Year: 2024
    • Issue: Спецвыпуск
    • 2
    • 1282
    • Pages: 165-175

    Research on the performance of AutoML platforms in confidential computing

    Software security
    Bezzateev S. V.Zhemelev G. A.Fomicheva S.G.
    • Year: 2024
    • Issue: 3
    • 4
    • 1202
    • Pages: 109-126

    Authorship identification and verification using machine and deep learning methods

    Machine learning and knowledge control systems
    Tolgorenko E. M.Zubkov E. A.Ovasapyan T. D.
    • Year: 2024
    • Issue: 2
    • 3
    • 1297
    • Pages: 178-193

    Automatic synthesis of 3D gas turbine blades shapes using machine learning

    Machine learning and knowledge control systems
    Zhemelev G. A.
    • Year: 2024
    • Issue: 2
    • 14
    • 1334
    • Pages: 152-168

    Synthetic data generation for honeypot systems using deep learning methods

    Cyber-physic systems security
    Danilov V. D.Ovasapyan T. D.Ivanov D. V.Konoplev A. S.
    • Year: 2022
    • Issue: 1
    • 5
    • 1299
    • Pages: 96-109

    Countering steganalysis based on generative adversarial networks

    Information security application
    Sergadeeva A. I.Lavrova D. S.Aleksandrova E. B.
    • Year: 2024
    • Issue: 2
    • 1
    • 1349
    • Pages: 57-65

    Quality improvement of information security events identification through input data splitting

    Information security application
    Lebedev I.S.Sukhoparov M.E.Tikhonov D.D.
    • Year: 2024
    • Issue: 2
    • 0
    • 1337
    • Pages: 31-43

    Protection of the machine learning models from the training data membership inference

    Machine learning and knowledge control systems
    Muryleva A.A.Kalinin M. O.Lavrova D. S.
    • Year: 2024
    • Issue: 1
    • 2
    • 1319
    • Pages: 142-152

    Aspects of detecting malicious installation files using machine learning algorithms

    Software security
    Yugai P. E.Zhukovskii E. V.Semenov P. O.
    • Year: 2023
    • Issue: 2
    • 9
    • 1481
    • Pages: 37-46

    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 hybrid method for evasion attacks detection in the machine learning systems

    Machine learning and knowledge control systems
    Ivanova O. D.Kalinin M. O.
    • Year: 2023
    • Issue: 1
    • 0
    • 1278
    • Pages: 104-110

    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

    Detection of fake news spread using machine learning

    Lavrova D. S.Zyryanova A. A.Lyrchikov A. A.
    • Year: 2025
    • Issue: Спецвыпуск
    • 19
    • 1483
    • Pages: 82-98

    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

    The structural model of Portable Executable files containing malicious code

    Information security application
    Kozachok A. V.Matovykh S. S.
    • Year: 2025
    • Issue: 2
    • 23
    • 1684
    • Pages: 41-59

    An approach to identifying software code vulnerabilities based on adaptation with reinforcement learning of machine learning models

    Software security
    Lomako A. G.Isaev N. E.Menisov A. B.Sabirov T. R.
    • Year: 2025
    • Issue: 1
    • 10
    • 1521
    • Pages: 83-96

    Research of adversarial attacks on classical machine learning models in the context of network threat detection

    Machine learning and knowledge control systems
    Yugai P. E.
    • Year: 2025
    • Issue: 3
    • 29
    • 1692
    • Pages: 147-164

    Detecting adversarial samples in intrusion detection systems using machine learning models

    Machine learning and knowledge control systems
    Kirillov R. B.Kalinin M. O.
    • Year: 2025
    • Issue: 1
    • 16
    • 1582
    • Pages: 59-68