POISCS
Problems of information security. Computer systems Peter the Great St. Petersburg Polytechnic University
Since 1999
ISSN 2071-8217
en Английский
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Articles by keywords "machine learning"

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
  • 6
  • 643
  • 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
  • 3
  • 549
  • Pages: 145-155

Malware detection using deep neural networks

Software security
Volkovskiy M. A. Ovasapyan T. D. Makarov A. S.
  • Year: 2023
  • Issue: 4
  • 3
  • 588
  • 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
  • 0
  • 506
  • 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
  • 510
  • 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
  • 4
  • 571
  • 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
  • 553
  • 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
  • 1
  • 538
  • 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
  • 525
  • 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
RUDNICKAYA E.A. Poltavtseva M. A.
  • Year: 2022
  • Issue: 2
  • 1
  • 538
  • 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
  • 543
  • 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
  • 539
  • 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
  • 0
  • 700
  • Pages: 27-33

Encrypted files detection algorithm

Software security
Kozachok A. V. Kozachok A. V. Spirin A. A.
  • Year: 2021
  • Issue: 3
  • 0
  • 703
  • Pages: 16-26

Security issues in federated learning systems

Applied cryptography
Aleksandrova E. B. Gadisova V. A.
  • Year: 2025
  • Issue: 4
  • 11
  • 624
  • 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
  • 4
  • 661
  • 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
  • 668
  • 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
  • 2
  • 747
  • 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
  • 2
  • 767
  • 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
  • 0
  • 698
  • Pages: 39-49

Dynamic phishing website dataset collection

Network and telecommunication security
Kubrin G. S. Ivanov D. V.
  • Year: 2021
  • Issue: 1
  • 1
  • 713
  • 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
  • 703
  • 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
  • 2
  • 683
  • 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
  • 2
  • 695
  • 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
  • 6
  • 716
  • Pages: 152-168

SYNTHETIC DATA GENERATION FOR HONEYPOT SYSTEMS USING DEEP LEARNING METHODS

Cyber-physic systems security
DANILOV Vladislav D. Ovasapyan T. D. Ivanov D. V. Konoplev A. S.
  • Year: 2022
  • Issue: 1
  • 4
  • 772
  • 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
  • 800
  • 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
  • 812
  • 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
  • 763
  • 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
  • 0
  • 775
  • 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
  • 2
  • 753
  • 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
  • 757
  • 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
  • 2
  • 891
  • Pages: 134-144

Detection of fake news spread using machine learning

Lavrova D. S. Zyryanova A. A. Lyrchikov A. A.
  • Year: 2025
  • Issue: Спецвыпуск
  • 14
  • 907
  • 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
  • 5
  • 853
  • 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
  • 12
  • 1021
  • 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
  • 915
  • 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
  • 26
  • 1015
  • 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
  • 950
  • Pages: 59-68