在软件定义的SIP-VoIP中使用转移学习与增强的meta-learner进行自适应DDoS检测模式
Rume Elizabeth Yoro1, Margaret Dumebi Okpor2, Maureen Ifeanyi Akazue3
1Department of Cybersecurity, Dennis Osadebey University, Asaba, Delta State, Nigeria.
PloS one
|June 26, 2025
概括
本研究介绍了一种先进的机器学习组合,使用转移学习来检测和防止分布式拒绝服务 (DDoS) 攻击. 这种新的方法在识别恶意网络流量方面实现了完美的准确性.
科学领域:
- 网络安全 网络安全
- 机器学习 机器学习
- 网络安全 网络安全
背景情况:
- 互联网的基础设施容易受到复杂的网络攻击,例如分布式拒绝服务 (DDoS).
- 现有的安全措施,如防火墙,对不断变化的威胁提供有限的保护.
- 传统的机器学习 (ML) 方法难以处理分类数据和局部最大值,而深度学习 (DL) 则面临着消失梯度和长时间训练等挑战.
研究的目的:
- 开发一种先进的,有效的方法来检测和减轻DDoS攻击.
- 克服网络安全中传统的ML和DL技术的局限性.
主要方法:
- 提出了一种新的转移学习方案,采用与XGBoost元学习器集成的3基分类器组合 (BiGRU,BiLSTM,随机森林).
- 利用这个组合来分析和分类网络流量,以识别暗示DDoS攻击的恶意包.
主要成果:
- 拟议的组合实现了完美的准确性和F1分数为1.000.
- 在评估期间成功分类了314,102个DDoS案例,证明了其高效性.
- 该系统在网络交易中有效地识别了与DDoS攻击相关的恶意包.
结论:
- 开发的转移学习组合有效地识别了用于DDoS攻击的恶意包.
- 这种先进的机器学习方法提供了一个强大的解决方案,可以增强网络安全,防止复杂的威胁.
相关概念视频
Learning Disabilities
278
Learning disabilities are cognitive disorders caused by neurological impairments that affect cognitive functions like language and reading, without indicating overall intellectual or developmental challenges. These disabilities differ from global intellectual or developmental disabilities as they are limited to distinct cognitive functions. Common learning disabilities include dysgraphia, dyslexia, and dyscalculia, each of which impacts unique aspects of learning.
Dyslexia
Dyslexia is a...
Dyslexia
Dyslexia is a...
278
Observational Learning
319
Albert Bandura's observational learning, also known as imitation or modeling, occurs when a person observes and imitates another's behavior. It is a quicker process than operant conditioning. A well-known example is the Bobo doll study, where children who saw an adult acting aggressively towards the doll were more likely to act aggressively when left alone, compared to those who observed a nonaggressive adult. Many psychologists view observational learning as a form of latent learning...
319
Avoidance Learning and Learned Helplessness
1.9K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
1.9K


