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<!DOCTYPE html><html lang="zh-CN"><head><meta charset="UTF-8"><meta name="viewport" content="width=device-width,initial-scale=1,maximum-scale=2"><meta name="theme-color" content="#FFF"><link rel="apple-touch-icon" sizes="180x180" href="/images/apple-touch-icon.png"><link rel="icon" type="image/ico" sizes="32x32" href="/images/favicon.ico"><meta http-equiv="Cache-Control" content="no-transform"><meta http-equiv="Cache-Control" content="no-siteapp"><link rel="alternate" type="application/rss+xml" title="鑄日" href="http://blog.sunforge.cn/rss.xml"><link rel="alternate" type="application/atom+xml" title="鑄日" href="http://blog.sunforge.cn/atom.xml"><link rel="alternate" type="application/json" title="鑄日" href="http://blog.sunforge.cn/feed.json"><link rel="stylesheet" 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xlink:href="#gentle-wave" x="48" y="5"/><use xlink:href="#gentle-wave" x="48" y="7"/></g></svg></div><main><div class="inner"><div id="main" class="pjax"><div class="index wrap"><h2 class="divider">文章列表</h2><div class="segments posts"><article class="item"><div class="cover"><a href="/computer-science/machine-learning/linear-regression/" itemprop="url" title="机器学习：线性回归"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1gipet8c1a2j20zk0m8kct.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-10-10 23:20:42"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-10-10T23:20:42+08:00">2022-10-10</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>17k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>16 分钟</span></span></div><h3><a href="/computer-science/machine-learning/linear-regression/" itemprop="url" title="机器学习：线性回归">机器学习：线性回归</a></h3><div class="excerpt"># Linear Regression Overview Regression is a statistical method used in finance, investing, and other disciplines that attempts to determine the strength and character of the relationship between one dependent variable (usually denoted by Y) and a series of other variables (known as independent...</div><div class="meta footer"><span><a href="/categories/computer-science/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/%E5%9B%9E%E5%BD%92%E6%A8%A1%E5%9E%8B/" itemprop="url" title="回归模型"><i class="ic i-flag"></i>回归模型</a></span></div><a href="/computer-science/machine-learning/linear-regression/" itemprop="url" title="机器学习：线性回归" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/machine-learning/index/" itemprop="url" title="机器学习：索引"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1giclx29mstj20zk0m8hdt.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-10-10 23:08:41"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-10-10T23:08:41+08:00">2022-10-10</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>151</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>1 分钟</span></span></div><h3><a href="/computer-science/machine-learning/index/" itemprop="url" title="机器学习：索引">机器学习：索引</a></h3><div class="excerpt"># [CS 282] Machine Learning @ Shanghai Tech University This set of lecture notes includes not only what the teacher taught, but also some additional information from the Internet.</div><div class="meta footer"><span><a href="/categories/computer-science/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/" itemprop="url" title="机器学习"><i class="ic i-flag"></i>机器学习</a></span></div><a href="/computer-science/machine-learning/index/" itemprop="url" title="机器学习：索引" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/fundamental/math/convex-optimization/Chapter-2-Convex-sets/" itemprop="url" title="凸优化第二章：凸集"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1gipetfk5zwj20zk0m8e81.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-10-03 15:05:27"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-10-03T15:05:27+08:00">2022-10-03</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>27k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>25 分钟</span></span></div><h3><a href="/fundamental/math/convex-optimization/Chapter-2-Convex-sets/" itemprop="url" title="凸优化第二章：凸集">凸优化第二章：凸集</a></h3><div class="excerpt"># Affine and Convex Set 仿射集和凸集 # Line and Line Segments 直线和线段 Suppose x1≠x2x_1\ne x_2x1=x2 are two points in Rn\mathbb R^nRn. Points of the form y=θx1+(1−θ)x2,θ∈Ry = \theta x_1 + (1-\theta)x_2, \quad\theta\in\mathbb R y=θx1+(1−θ)x2,θ∈R form the line passing through x1x_1x1 and x2x_2x2. 假设...</div><div class="meta footer"><span><a href="/categories/%E5%9F%BA%E6%9C%AC%E6%B3%95%E5%88%99/%E6%95%B0%E5%AD%A6/%E5%87%B8%E4%BC%98%E5%8C%96/" itemprop="url" title="凸优化"><i class="ic i-flag"></i>凸优化</a></span></div><a href="/fundamental/math/convex-optimization/Chapter-2-Convex-sets/" itemprop="url" title="凸优化第二章：凸集" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/data-structures-and-algorithms/bipartite-graph/" itemprop="url" title="二分图"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1giclj9410cj20zk0m8h12.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-26 23:29:35"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-26T23:29:35+08:00">2022-09-26</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>8.5k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>8 分钟</span></span></div><h3><a href="/computer-science/data-structures-and-algorithms/bipartite-graph/" itemprop="url" title="二分图">二分图</a></h3><div class="excerpt"># Bipartite Graph 二分图 # Definition 定义 A bipartite graph (bigraph) G=(U,V,E)G=(U,V,E)G=(U,V,E) is a graph whose vertices can be divided into two disjoint and independent sets UUU and VVV, that is every edge in EEE connects a vertex in UUU to one in VVV (i.e. no two graph vertices within the same set...</div><div class="meta footer"><span><a href="/categories/computer-science/%E6%95%B0%E6%8D%AE%E7%BB%93%E6%9E%84%E4%B8%8E%E7%AE%97%E6%B3%95/%E5%9B%BE%E8%AE%BA/" itemprop="url" title="图论"><i class="ic i-flag"></i>图论</a></span></div><a href="/computer-science/data-structures-and-algorithms/bipartite-graph/" itemprop="url" title="二分图" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/data-structures-and-algorithms/index/" itemprop="url" title="数据结构与算法：索引"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1gipev1x5e4j20zk0m8b29.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-26 22:44:27"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-26T22:44:27+08:00">2022-09-26</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>78</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>1 分钟</span></span></div><h3><a href="/computer-science/data-structures-and-algorithms/index/" itemprop="url" title="数据结构与算法：索引">数据结构与算法：索引</a></h3><div class="excerpt"># Data Structures and Algorithms 数据结构与算法 # References 参考资料 # Contents 目录 图论 二分图及相关算法 # Tips 提示</div><a href="/computer-science/data-structures-and-algorithms/index/" itemprop="url" title="数据结构与算法：索引" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/reinforcement-learning/index/" itemprop="url" title="强化学习：索引"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1giph4lm9i7j20zk0m84qp.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-23 00:09:02"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-23T00:09:02+08:00">2022-09-23</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>35</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>1 分钟</span></span></div><h3><a href="/computer-science/reinforcement-learning/index/" itemprop="url" title="强化学习：索引">强化学习：索引</a></h3><div class="excerpt"># References 参考资料 参考书下载可以访问 z-library 下载</div><div class="meta footer"><span><a href="/categories/computer-science/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/" itemprop="url" title="强化学习"><i class="ic i-flag"></i>强化学习</a></span></div><a href="/computer-science/reinforcement-learning/index/" itemprop="url" title="强化学习：索引" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/fundamental/math/convex-optimization/Chapter-1-introduction/" itemprop="url" title="凸优化第一章：导论"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1giclgi503lj20zk0m8hdt.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-15 16:21:58"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-15T16:21:58+08:00">2022-09-15</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>8.3k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>8 分钟</span></span></div><h3><a href="/fundamental/math/convex-optimization/Chapter-1-introduction/" itemprop="url" title="凸优化第一章：导论">凸优化第一章：导论</a></h3><div class="excerpt"># Mathematical Optimization 数学优化问题 # Definition 定义 A mathematical optimization problem, or just optimization problem, has the form： 数学优化问题，也称最优化问题，有如下的形式： \begin{equation}\tag{1.1} \label{eq1.1} \begin{aligned} & {\rm minimize}\quad f_0(x) \\ & {\rm subject~to}\quad f_i(x) \le b_i~(i =...</div><div class="meta footer"><span><a href="/categories/%E5%9F%BA%E6%9C%AC%E6%B3%95%E5%88%99/%E6%95%B0%E5%AD%A6/%E5%87%B8%E4%BC%98%E5%8C%96/" itemprop="url" title="凸优化"><i class="ic i-flag"></i>凸优化</a></span></div><a href="/fundamental/math/convex-optimization/Chapter-1-introduction/" itemprop="url" title="凸优化第一章：导论" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/fundamental/math/convex-optimization/index/" itemprop="url" title="凸优化：索引"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1gipewkhf1zj20zk0m81kx.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-12 16:10:19"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-12T16:10:19+08:00">2022-09-12</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>217</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>1 分钟</span></span></div><h3><a href="/fundamental/math/convex-optimization/index/" itemprop="url" title="凸优化：索引">凸优化：索引</a></h3><div class="excerpt"># Convex Optimization 凸优化 # References 参考资料 由于研究需要，学习凸优化，做些笔记作为记录，方便复习和查阅。参考书如下。 Convex Optimization 凸优化 Author 作者：Boyd and Vandenberghe (Stanford University) 参考书下载可以访问 z-library 下载 # Contents 目录 Chapter 1: Introduction 第一章：引言 # Tips 提示 本系列博客为书本笔记</div><div class="meta footer"><span><a href="/categories/%E5%9F%BA%E6%9C%AC%E6%B3%95%E5%88%99/%E6%95%B0%E5%AD%A6/%E5%87%B8%E4%BC%98%E5%8C%96/" itemprop="url" title="凸优化"><i class="ic i-flag"></i>凸优化</a></span></div><a href="/fundamental/math/convex-optimization/index/" itemprop="url" title="凸优化：索引" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/computer-networks/Chapter-5-The-Network-Layer-Control-Plane/" itemprop="url" title="Chapter 5 The Network Layer: Control Plane"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1giph4fomxoj20zk0m8axp.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-11 13:06:32"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-11T13:06:32+08:00">2022-09-11</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>3k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>3 分钟</span></span></div><h3><a href="/computer-science/computer-networks/Chapter-5-The-Network-Layer-Control-Plane/" itemprop="url" title="Chapter 5 The Network Layer: Control Plane">Chapter 5 The Network Layer: Control Plane</a></h3><div class="excerpt"># 网络层：控制平面 # 路由协议 路由协议的目标：确定发送主机到接收主机之间，通过路由器的网络 “较好” 的路径（路径，即经过的路由器序列）。 路由问题是网络中十大关键问题之一。 路由：按照某种指标（譬如传输延迟、经过的跳数等），找到一条从源结点到目标结点的较好的路径。 衡量的指标还可以是：费用、队列长度等。 通常是源子网到目标子网，如果是源主机到目标主机，这个代价太大了。 路由器与路由器之间的最优路径 = 主机对之间的最优路径...</div><div class="meta footer"><span><a href="/categories/computer-science/%E8%AE%A1%E7%AE%97%E6%9C%BA%E7%BD%91%E7%BB%9C/" itemprop="url" title="计算机网络"><i class="ic i-flag"></i>计算机网络</a></span></div><a href="/computer-science/computer-networks/Chapter-5-The-Network-Layer-Control-Plane/" itemprop="url" title="Chapter 5 The Network Layer: Control Plane" class="btn">more...</a></div></article><article class="item"><div class="cover"><a href="/computer-science/computer-networks/Chapter-4-The-Network-Layer-Data-Plane/" itemprop="url" title="Chapter 4 The Network Layer: Data Plane"><img data-src="https://tva4.sinaimg.cn/mw690/6833939bly1gipeybxm1pj20zk0m8niv.jpg"></a></div><div class="info"><div class="meta"><span class="item" title="创建时间：2022-09-11 13:06:14"><span class="icon"><i class="ic i-calendar"></i> </span><time itemprop="dateCreated datePublished" datetime="2022-09-11T13:06:14+08:00">2022-09-11</time> </span><span class="item" title="本文字数"><span class="icon"><i class="ic i-pen"></i> </span><span>9.7k</span> <span class="text">字</span> </span><span class="item" title="阅读时长"><span class="icon"><i class="ic i-clock"></i> </span><span>9 分钟</span></span></div><h3><a href="/computer-science/computer-networks/Chapter-4-The-Network-Layer-Data-Plane/" itemprop="url" title="Chapter 4 The Network Layer: Data Plane">Chapter 4 The Network Layer: Data Plane</a></h3><div class="excerpt"># 网络层：数据平面 网络层服务： 在发送主机和接收主机对之间传送段 Segment 在发送端，将段封装到数据报中 在接收端，将段交给上层传输层实体 网络层协议存在于每一个主机和路由器 路由器检查每一个经过它的 IP 数据报的头部 网络层包含： 路由协议，IP 协议，ICMP 协议（属于信令协议，可以报告错误） 网络层的关键功能： 转发（局部功能，数据平面）：分组从路由器的输入接口转发到合适的输出接口。 路由（全局功能，控制平面）：源主机到目标主机的路径。 1....</div><div class="meta footer"><span><a href="/categories/computer-science/%E8%AE%A1%E7%AE%97%E6%9C%BA%E7%BD%91%E7%BB%9C/" itemprop="url" title="计算机网络"><i class="ic i-flag"></i>计算机网络</a></span></div><a href="/computer-science/computer-networks/Chapter-4-The-Network-Layer-Data-Plane/" itemprop="url" title="Chapter 4 The Network Layer: Data Plane" class="btn">more...</a></div></article></div></div><nav class="pagination"><div class="inner"><span class="page-number current">1</span><a class="page-number" href="/page/2/">2</a><a class="extend 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