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 from section "Machine learning and knowledge control systems"

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
  • 1
  • 203
  • 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
  • 0
  • 175
  • Pages: 145-155

Cluster analysis of a collective of algorithms for multicore neural network automates and robots on chip

Machine learning and knowledge control systems
RUCHKIN V.N. FULIN V.A. Ruchkina E. V. Grigorenko D. V.
  • Year: 2023
  • Issue: 4
  • 0
  • 169
  • Pages: 133-144

Creation and prospects of development of software for finding snow cover maxima from databases of meteorological archives

Machine learning and knowledge control systems
Sikarev I. A. Chestnov A. I. Abramov V. M.
  • Year: 2023
  • Issue: 3
  • 0
  • 168
  • Pages: 177-185

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
  • 179
  • Pages: 170-176

Multi-label classification of labels of system logs of computer networks. Formalization of the task

Machine learning and knowledge control systems
Sheluhin O. I. Rakovskiy D. I.
  • Year: 2023
  • Issue: 3
  • 1
  • 185
  • Pages: 154-169

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
  • 178
  • 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
  • 181
  • Pages: 143-154

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
  • 0
  • 190
  • Pages: 202-211

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
  • 0
  • 191
  • Pages: 191-201

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
  • 204
  • 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
  • 220
  • 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
  • 208
  • Pages: 125-134

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
  • 3
  • 246
  • Pages: 163-183

Methodological and technological foundations for countering cognitive threats in generative multimodal content

Machine learning and knowledge control systems
Konovalchik P. M. Ovcharov V. A.
  • Year: 2025
  • Issue: 4
  • 16
  • 357
  • Pages: 138-162

Deep learning models for effective detection of fake news

Machine learning and knowledge control systems
Ahmed T. R. Avsievich A. V.
  • Year: 2025
  • Issue: 4
  • 5
  • 249
  • Pages: 121-137

A protection method for the global model of the federated learning systems based on a trust model

Machine learning and knowledge control systems
Krundyshev V. M. Cheskidov V. K. Kalinin M. O.
  • Year: 2024
  • Issue: 4
  • 4
  • 333
  • Pages: 94-108

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
  • 0
  • 333
  • Pages: 178-193

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
  • 2
  • 357
  • Pages: 169-177

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

Machine learning and knowledge control systems
Zhemelev G. A.
  • Year: 2024
  • Issue: 2
  • 1
  • 340
  • Pages: 152-168

Intelligent mechanisms for extracting features of file modification in dynamic virus analysis

Machine learning and knowledge control systems
Fomicheva S.G. Gayduk O.D.
  • Year: 2024
  • Issue: 1
  • 0
  • 451
  • Pages: 153-167

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
  • 1
  • 432
  • Pages: 142-152

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
  • 415
  • Pages: 128-138

Protection against adversarial attacks on image recognition systems using an autoencoder

Machine learning and knowledge control systems
GRIGORYEVA N. M. Platonov V. V.
  • Year: 2023
  • Issue: 1
  • 3
  • 426
  • Pages: 119-127

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
  • 421
  • 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
  • 413
  • Pages: 104-110

Combination of methods of selective teacher intervention in the student’s learning process and low-rank adaptation in the knowledge distillation model

Machine learning and knowledge control systems
Tatarnikova T. M. Sikarev I. A. Abramov V. M.
  • Year: 2025
  • Issue: 2
  • 4
  • 539
  • Pages: 121-130

Application of genetic algorithm for selection of neyral network hyperparameters

Machine learning and knowledge control systems
Platonov V. V. Yanbarisova Ya. E.
  • Year: 2025
  • Issue: 2
  • 5
  • 516
  • Pages: 112-120

Query processing in Data Lake Management System based on a universal data model

Machine learning and knowledge control systems
Vetoshkin A. A. Mironova A. R. Zenger А. S. Sukhobokov A. А. Goryachkin B. S.
  • Year: 2025
  • Issue: 2
  • 0
  • 462
  • Pages: 96-111

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
  • 19
  • 612
  • Pages: 147-164

Cluster analysis of vector representations of malicious query language models: comparison of methods of obtaining embeddings based on character N-grams, individual words a nd whole sentences

Machine learning and knowledge control systems
Spirin A. A. Ikonnikov A. V. Matuhina E. N.
  • Year: 2025
  • Issue: 3
  • 6
  • 565
  • Pages: 121-146

From exploitation to protection: analysis of methods for defending against attacks on LLMS

Machine learning and knowledge control systems
Velichko I. S. Bezzateev S. V.
  • Year: 2025
  • Issue: 3
  • 18
  • 605
  • Pages: 110-120

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
  • 9
  • 550
  • Pages: 59-68

From exploitation to protection: a deep dive into adversarial attacks on LLMS

Machine learning and knowledge control systems
Velichko I. S. Bezzateev S. V.
  • Year: 2025
  • Issue: 1
  • 9
  • 571
  • Pages: 43-58

From “black box” to transparency: philosophical and methodological foundations of explainability and interpretability in artificial intelligence

Machine learning and knowledge control systems
Biryukov D. N. Suprun A. F.
  • Year: 2025
  • Issue: 1
  • 7
  • 568
  • Pages: 30-42

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
  • 3
  • 557
  • Pages: 21-29