2024安全大模型技术与市场研究报告

目录 法律声明...........................................................................................................................................................................1 前言...................................................................................................................................................................................2 一、概述....................................................................................................................................................................4 (一)主要发现......................................................................................................................................................................5(二)推荐...............................................................................................................................................................................7 二、人工智能用于解决网络安全的历史..............................................................................................................9 (一)深度学习技术出现之前，传统AI技术在网络安全领域中的应用............................................................91.专家系统......................................................................................................................................................................92.机器学习算法...........................................................................................................................................................101)支持向量机（SVM）.............................................................................................................................................102)决策树........................................................................................................................................................................113)遗传算法....................................................................................................................................................................124)模糊逻辑....................................................................................................................................................................125)贝叶斯网络...............................................................................................................................................................12 3.钓鱼网站识别...........................................................................................................................................................13 4.域名生成算法(DGA)检测.....................................................................................................................................14 5.基于行为的欺诈检测.............................................................................................................................................146.数据安全....................................................................................................................................................................15(三)知识图谱在网络安全领域的应用.......................................................................................................................151.威胁情报分析...........................................................................................................................................................152.攻击检测和响应......................................................................................................................................................153.安全态势感知...........................................................................................................................................................164.漏洞管理....................................................................................................................................................................165.安全知识的教育与培训.........................................................................................................................................16(四)AI技术在网络安全领域的应用总结.................................................................................................................161.异常检测（Anomaly Detection）..................................................................................................................162.恶意软件和病毒检测（Malware and Virus Detection）......................................................................173.垃圾邮件和钓鱼攻击过滤（Spam and Phishing Detection）...........................................................174.身份认证和访问控制（Identity Authentication and Access Control）.........................................175.网络流量分析（Network Traffic Analysis）..............................................................................................176.安全策略管理（Security Policy Management）.....................................................................................177.自动化响应（Automated Response）........................................................................................................188.欺诈检测（Fraud Detection）............................................................................................................