摘要翻译:
人体免疫系统保护人体免受各种病原体的侵害,例如生物病毒和细菌。人工免疫系统重用了人类免疫系统的体系结构、组织和工作流,以解决计算机科学中的各种问题。在网络安全中,人工免疫系统被用来保护网络及其节点免受病毒、蠕虫和木马等入侵。然而,这些方法离生产很远,在生产中,它们只是理论上的概念验证实现,或者只使用一小部分来防止某种入侵。本文讨论了将人工免疫系统引入网络安全领域所需的步骤。它进一步指出了挑战,并提供了人工免疫系统原型的描述和结果,该原型被称为SANA。
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英文标题:
《Next Challenges in Bringing Artificial Immune Systems to Production in
Network Security》
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作者:
Michael Hilker
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最新提交年份:
2008
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分类信息:
一级分类:Computer Science 计算机科学
二级分类:Multiagent Systems 多智能体系统
分类描述:Covers multiagent systems, distributed artificial intelligence, intelligent agents, coordinated interactions. and practical applications. Roughly covers ACM Subject Class I.2.11.
涵盖多Agent系统、分布式
人工智能、智能Agent、协调交互。和实际应用。大致涵盖ACM科目I.2.11类。
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一级分类:Computer Science 计算机科学
二级分类:Artificial Intelligence 人工智能
分类描述:Covers all areas of AI except Vision, Robotics, Machine Learning, Multiagent Systems, and Computation and Language (Natural Language Processing), which have separate subject areas. In particular, includes Expert Systems, Theorem Proving (although this may overlap with Logic in Computer Science), Knowledge Representation, Planning, and Uncertainty in AI. Roughly includes material in ACM Subject Classes I.2.0, I.2.1, I.2.3, I.2.4, I.2.8, and I.2.11.
涵盖了人工智能的所有领域,除了视觉、机器人、机器学习、多智能体系统以及计算和语言(自然语言处理),这些领域有独立的学科领域。特别地,包括专家系统,定理证明(尽管这可能与计算机科学中的逻辑重叠),知识表示,规划,和人工智能中的不确定性。大致包括ACM学科类I.2.0、I.2.1、I.2.3、I.2.4、I.2.8和I.2.11中的材料。
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英文摘要:
The human immune system protects the human body against various pathogens like e.g. biological viruses and bacteria. Artificial immune systems reuse the architecture, organization, and workflows of the human immune system for various problems in computer science. In the network security, the artificial immune system is used to secure a network and its nodes against intrusions like viruses, worms, and trojans. However, these approaches are far away from production where they are academic proof-of-concept implementations or use only a small part to protect against a certain intrusion. This article discusses the required steps to bring artificial immune systems into production in the network security domain. It furthermore figures out the challenges and provides the description and results of the prototype of an artificial immune system, which is SANA called.
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PDF链接:
https://arxiv.org/pdf/0805.1786