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人工智能技术成为未来网络安全的引爆点和驱动力
时间:2020-06-04 14:57:15
文章发布:李阳
原创作者:未知
来源:互联网

根据《市场与市场人工智能网络安全预测报告》,预计到2026年,人工智能网络安全市场规模将从2019年的88亿美元增长到382亿美元,年复合增长率为23.3%。市场增长的主要动力是新的攻击面和攻击向量往往超过传统安全防御系统的感知范围、处理能力和响应速度,如物联网的普及和联网设备的增多,网络威胁实例的增多,以及对大数据隐私问题的日益关注。

人工智能在网络安全市场的潜在机遇包括中小企业对云安全解决方案的需求不断增长,以及越来越多地使用社交媒体来实现业务功能。

人工智能技术架构分为基础、技术、应用3层。基础层包含计算能力和数据资源,是整个人工智能的核心;技术层包含算法、模型、知识库、特征库等;应用层为人工智能结合网络安全服务,不局限于某个具体应用场景,重点解决运维服务中人为因素等不足造成的问题。人工智能架构一个大型集团包含很多下级单位,如何纵向延伸,以中心化运维为思路,以公有或私有云加载计算单元,充分实现全域运维。

人工智能在网络安全防范中可以实现以下功能:

自动检测:人工智能(机器学习)可以帮助公司快速识别威胁并找到潜在风险之间的联系,从而消除流程中的人为错误。人工智能(机器学习)可以适应和学习经验和模式,而不是因果关系。今天,机器学习使机器自学成为可能。这意味着他们可以创建用于模式识别的模型,而不必等待人类开发它们。在开始采取适当的补救措施之前,训练过的AI可以利用推理来确定各种风险,例如可疑地址,奇怪文件等。

异常检测:人工智能大大提高了识别网站可疑问题所需的时间。例如,在2016年,Google每周将大约20,000个包含恶意软件的网站列入黑名单,并将50,000个针对网络钓鱼欺诈的网站列入黑名单。同样,开发人员也在利用人工智能来识别那些在网站上有不良意图的人。这一过程被称为异常检测,有多种用途,其中网络安全位居榜首。根据人工智能技术,程序可以在短短几秒钟内分析大量访客,并根据他们的威胁级别和行为对其进行分类。

更好的监视,搜索和分析:人工智能使公司和组织在其安全环境中拥有更大的可见性,并使它们能够提前应对威胁。由AI驱动的狩猎技术可以确定组织是否受到攻击,以便组织可以做好准备。

安全认证:如果你的网站需要访客登录,需要输入表单,或者需要在网站后端提供另一层安全保障,人工智能可以更好地以最大的安全性进行认证。确保安全身份验证的一种方法是通过物理身份验证,其中人工智能使用不同的特征来识别一个人。例如,智能手机可以使用指纹扫描仪和面部识别来让你登录。这背后的过程需要程序分析关于你的脸和手指的主要数据点,以辨别登录是否真实。除此之外,人工智能还可以研究其他因素,以确定某个特定用户是否被授权登录某个技术设备。这项技术会检查你输入按键的方式、打字速度和拼写时的错误率。

更快的响应时间:人工智能可以处理大量非结构化信息,从而以更高的效率提供见解。更重要的是,机器学习、人工智能可以更快地学习模式,从而加快响应时间,使其更快、更容易地在威胁造成问题之前阻止它们。一些领先的公司(例如IBM)正在网络安全中使用认知技术和AI,以使它们能够快速识别威胁并做出相应的响应。

无差错的网络安全:与人类不同,人工智能在执行重复的任务时不会感到疲倦或无聊。因此,人为错误的风险大大降低。但是,人类需要与人工智能合作才能获得更好的结果。毫无疑问,人类提供了机器缺乏的常识和理性。但是,在非标准情况下,由AI设计的应用程序是更好的决策者。

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