人工智能与创新创业_许磊_9787121355776

大众创业、万众创新成为中国经济增长的新动力。人工智能技术作为创新创业过程中的一个大趋势，将引领一场更为深远的科技革命，对当今新形势下的创新创业活动产生重要的影响。本书将创新创业思想、模式识别、人工智能理论与实际应用相结合，以人工智能算法在不同领域中的应用为例，介绍了各种算法理论及其相应的 MATLAB 实现程序。全书共分为 5 章，内容包括人工智能概述、神经网络、支持向量机、模拟退火算法、遗传算法、蚁群算法等，覆盖了各种常用的人工智能算法和技术。本书可作为高等院校计算机及相关专业的创新实验教学用书，为读者提供采用 MATLAB 解决实际应用问题的思路和方法。

目录＜br/＞第 1 章人工智能理论基础 ····················································································· 1＜br/＞1.1 人工智能简介 ····························································································· 1＜br/＞1.2 人工智能的起源和发展历程 ······································································· 1＜br/＞1.3 人工智能的研究对象及特点 ······································································· 7＜br/＞1.3.1 人工智能的概念 ··················································································· 7＜br/＞1.3.2 人工智能的研究对象············································································· 8＜br/＞1.3.3 人工智能的特点 ·················································································· 10＜br/＞1.4 人工智能的分支和研究方法 ······································································ 10＜br/＞1.4.1 人工智能的主要分支············································································ 10＜br/＞1.4.2 人工智能的研究方法············································································ 17＜br/＞1.5 人工智能的发展和应用 ············································································· 21＜br/＞1.6 人工智能的相关概念 ················································································· 25＜br/＞1.7 人工智能与创新创业 ················································································· 26＜br/＞第 2 章 MATLAB 操作基础 ···················································································· 32＜br/＞2.1 MATLAB 简介 ··························································································· 32＜br/＞2.2 算法开发概述 ···························································································· 33＜br/＞2.3 性能优化概述 ···························································································· 35＜br/＞2.4 数据分析概述 ···························································································· 40＜br/＞2.5 数据可视化概述 ························································································ 41＜br/＞2.6 MATLAB 的基本语法 ················································································ 41＜br/＞2.6.1 语句形式及使用技巧············································································ 41＜br/＞2.6.2 变量及其赋值 ····················································································· 43＜br/＞2.7 矩阵的相关运算 ························································································ 45＜br/＞2.7.1 矩阵的初等运算 ·················································································· 45＜br/＞2.7.2 矩阵的高级运算 ·················································································· 48＜br/＞2.7.3 矩阵的群运算 ····················································································· 51＜br/＞2.8 关系和逻辑运算 ························································································ 53＜br/＞2.8.1 关系运算 ···························································································· 53＜br/＞2.8.2 逻辑运算 ···························································································· 54＜br/＞·VI·＜br/＞第 3 章 MATLAB 程序设计 ···················································································· 58＜br/＞3.1 M 文件 ······································································································· 58＜br/＞3.1.1 M 文件的建立与编辑 ··········································································· 58＜br/＞3.1.2 M 文件的分类 ····················································································· 60＜br/＞3.2 数据的输入/输出 ······················································································· 63＜br/＞3.2.1 input 函数 ·························································································· 63＜br/＞3.2.2 disp 函数 ···························································································· 64＜br/＞3.2.3 pause 函数 ·························································································· 66＜br/＞3.3 选择结构 ··································································································· 67＜br/＞3.3.1 if 语句 ······························································································· 67＜br/＞3.3.2 switch 语句 ························································································· 70＜br/＞3.3.3 try 语句 ······························································································ 71＜br/＞3.4 循环结构 ··································································································· 72＜br/＞3.4.1 for 语句 ····························································································· 73＜br/＞3.4.2 while 语句 ·························································································· 73＜br/＞3.4.3 循环的嵌套 ························································································ 74＜br/＞3.5 函数文件 ··································································································· 74＜br/＞3.5.1 函数文件的基本结构············································································ 75＜br/＞3.5.2 函数调用 ···························································································· 76＜br/＞3.5.3 函数所传递参数的可调性 ····································································· 77＜br/＞3.6 全局变量和局部变量 ················································································· 79＜br/＞3.7 类和对象 ··································································································· 80＜br/＞3.8 文件操作 ··································································································· 85＜br/＞第 4 章基于 MATLAB 的人工智能算法设计 ························································· 88＜br/＞4.1 遗传算法 ··································································································· 88＜br/＞4.1.1 遗传算法工具箱的使用 ········································································ 88＜br/＞4.1.2 遗传算法的基本步骤············································································ 89＜br/＞4.1.3 遗传算法的 MATLAB 实现 ··································································· 91＜br/＞4.1.4 应用举例 ···························································································· 96＜br/＞4.2 模拟退火算法 ·························································································· 102＜br/＞4.2.1 模拟退火算法简介 ············································································· 102＜br/＞4.2.2 模拟退火算法描述 ············································································· 104＜br/＞4.2.3 模拟退火算法特点 ············································································· 104＜br/＞4.2.4 模拟退火算法 MATLAB 工具箱的使用 ················································· 106＜br/＞·VII·＜br/＞4.2.5 算法应用举例 ··················································································· 107＜br/＞4.3 蚁群算法 ································································································· 113＜br/＞4.3.1 基本蚁群算法的原理·········································································· 113＜br/＞4.3.2 基本蚁群算法的生物仿真模型 ····························································· 114＜br/＞4.3.3 基本蚁群算法的数学模型 ··································································· 115＜br/＞4.3.4 基本蚁群算法的评价指标 ··································································· 119＜br/＞4.3.5 基本蚁群算法实例仿真实现 ································································ 120＜br/＞第 5 章综合应用实例 ·························································································· 132＜br/＞5.1 图像分割 ································································································· 132＜br/＞5.1.1 基于区域生长算法的 MATLAB 图像分割 ·············································· 132＜br/＞5.1.2 基于分水岭算法的图像分割 ································································ 136＜br/＞5.2 智能模式分类 ·························································································· 146＜br/＞5.2.1 支持向量机 ······················································································ 146＜br/＞5.2.2 神经网络的应用和程序设计 ································································ 148＜br/＞5.3 蚁群算法求解 TSP 问题 ·········································································· 154＜br/＞5.4 基于模拟退火算法的聚类算法 ································································ 161＜br/＞5.5 基于支持向量机的乳腺超声图像分类 ····················································· 164＜br/＞参考文献 ················································································································ 167

我要评论