This study develops an adaptive hybrid framework for detecting and preventing cyberattacks in computernetworks. The framework combines signature matching, supervised classification, unsupervised anomaly detection, behavioralcorrelation, asset context, and a safeguarded response policy. Its purpose is to preserve reliable detection when legitimate trafficchanges and when previously unseen attacks do not match existing rules. A design-science methodology was used together witha controlled streaming emulation containing 120,000 training flows and 120,000 test flows distributed across baseline, benigndrift,and mixed zero-day-like windows. In the emulation, the proposed method achieved 98.94% accuracy, 98.31% precision,97.39% recall, a 97.85% F1-score, and a 0.55% false-positive rate. The strongest advantage appeared in the mixed/zero-daywindow, where its F1-score reached 94.83%, compared with 73.90% for a static Random Forest and 57.26% for signature-onlydetection. The results support a practical conclusion: prevention should be separated from detection and activated graduallythrough logging, alerting, rate limiting, session interruption, and isolation, with higher-impact actions requiring corroborationand rollback.
| Mualliflar | Babakulov , Bekzod |
|---|---|
| Jurnal | Innovation science and technologiy |
| Nashr sanasi | 2026-07-01 |
| Jild | 2 |
| Son | 7 |
| Betlar | 246-255 |
| Til | Ingliz |
| DOI | 10.5281/zenodo.21801202 |
DOI: 10.5281/zenodo.21801202 · Maqolaning asl sahifasi
network intrusion detection; intrusion prevention; concept drift; Random Forest; Isolation Forest; behavioral analytics; zero-day attack; adaptive threshold; cyber resilience
This study examines the theoretical and practical aspects of economic analysis of the economic activitiesof enterprises producing building materials. During the study, based on modern methods of economic analysis…
Обоснована необходимость комплексной оценки институциональных условий, определяющихразвитие человеческого капитала и его эффективное функционирование в экономической системе. Предложенаметодика расчёта Индекса…
Economic diplomacy has become an increasingly important instrument for attracting foreign directinvestment (FDI) to Uzbekistan during the period 2017-2025, a decade characterized by an unprecedented level of…
This article examines the role of youth entrepreneurship entities in industrial development, drawing on evidence fromNamangan Region and “MASH XIM” LLC. The study evaluates industrial production, financial performance…
The article highlights internal and external factors affecting the implementation of remote banking services.It outlines the existing challenges in the implementation process and presents the author’s approaches to…
This article analyzes the technological aspects and statistical metrics of biogas generation and its practicalimplementation within Uzbekistan’s green energy framework. The study evaluates the substantial potential for…
This article examines the development dynamics of Uzbekistan’s insurance market during 1991–2026 basedon an economic analysis. It analyzes the periods of growth and decline in the insurance market, as well as the…
This article investigates the selection of an input indicator for studying the kinematic and structural parametersof an elliptical drum in a vertical-spindle cotton-picking apparatus. The relevance of the study is…
The study develops an architecture, a unified information model, and computational algorithms foran integrated system connecting parametric garment pattern design, three-dimensional virtual fitting, and…
Tourism is one of the most important sectors of human civilization. It is based on curiosity, movement, andthe desire to see how people around the world live. However, nowadays, these desires are fulfilled through…