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type="application/xml" title="MHuiG Blog Site Map" href="https://blog.mhuig.top/sitemap.xml"><link rel="author" href="https://mhuig.top"><meta name="author" content="MHuiG"><meta name="creator" content="MHuiG"><link rel="archives" href="https://blog.mhuig.top/archives/"><link rel="preload" href="/css/style.css" as="style"><link rel="preload" href="https://static.mhuig.top/npm/volantis-static@0.0.1660614606622/media/fonts/VarelaRound/VarelaRound-Regular.ttf" as="font" type="font/ttf" crossorigin="anonymous"><link rel="preload" href="https://static.mhuig.top/npm/volantis-static@0.0.1660614606622/media/fonts/VarelaRound/VarelaRound-Regular.ttf" as="font" type="font/ttf" crossorigin="anonymous"><link rel="alternate" href="/atom.xml" title="Magicland" type="application/atom+xml"><link rel="alternate" href="/rss2.xml" title="Magicland" type="application/rss+xml"><title>特征向量和特征值的几何本质 - Magicland</title><meta name="keywords" content="数学,线性代数, Math,特征向量,MHuiG, @MHuiG, Blog, 博客, Magicland, 魔法世界"><meta desc="" name="description" content="本文探讨特征值(λ)与特征向量(x)的定义(Ax=λx)，阐释其几何本质为空间向量线性变换中保持方向的缩放（旋转与伸缩），物理意义为矩阵作用下向量仅拉伸/压缩λ倍，介绍传统求解步骤（计算特征多项式、求解特征值、解方程组）及基于子矩阵特征值编码原矩阵隐藏信息的新公式|v_i,j|²计算特征向量元素的方法。 - MHuiG - Magicland"><meta property="og:type" content="article"><meta property="og:title" content="特征向量和特征值的几何本质"><meta property="og:url" content="https://blog.mhuig.top/p/f0765214/"><meta property="og:site_name" content="Magicland"><meta property="og:description" content="本文探讨特征值(λ)与特征向量(x)的定义(Ax=λx)，阐释其几何本质为空间向量线性变换中保持方向的缩放（旋转与伸缩），物理意义为矩阵作用下向量仅拉伸/压缩λ倍，介绍传统求解步骤（计算特征多项式、求解特征值、解方程组）及基于子矩阵特征值编码原矩阵隐藏信息的新公式|v_i,j|²计算特征向量元素的方法。"><meta property="og:locale"><meta property="og:image" content="https://blog.mhuig.top/lib/favicon/android-chrome-192x192.png"><meta property="article:published_time" content="2019-11-17T01:52:00.000Z"><meta property="article:modified_time" content="2025-11-20T10:18:00.000Z"><meta property="article:author" content="MHuiG"><meta property="article:tag" content="Math"><meta 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href="https://mhuig.top/privacy-policy/" title="隐私政策" active-action="action-https:mhuigtopprivacy-policy"><i class="fa-duotone fa-user-secret fa-fw"></i> 隐私政策</a></li></ul></li><li><a class="menuitem flat-box faa-parent animated-hover" title="更多"><i class="fa-duotone fa-fan fa-spin fa-fw"></i> 更多</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/beer/" title="Sponsor" active-action="action-pagesbeer"><i class="fa-duotone fa-heart-square fa-fw"></i> Sponsor</a></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" title="博客管理"><i class="fa-duotone fa-user-shield fa-fw"></i> 博客管理</a><ul class="list-v"><li><a class="menuitem flat-box header toggle-mode-btn"><i class="fa-duotone fa-bat fa-fw"></i> 暗黑模式</a></li><li></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/rss/" title="RSS订阅" active-action="action-pagesrss"><i class="fa-duotone fa-rss fa-fw"></i> RSS订阅</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/sitemap.xml" title="站点地图" active-action="action-sitemapxml"><i class="fa-duotone fa-sitemap fa-fw"></i> 站点地图</a></li><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://mhuig.instatus.com/" title="Monitors" active-action="action-https:mhuiginstatuscom"><i class="fa-duotone fa-telescope fa-fw"></i> Monitors</a></li><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://ssl.mhuig.top/" title="SSL Status" active-action="action-https:sslmhuigtop"><i class="fa-brands fa-expeditedssl fa-fw"></i> SSL Status</a></li></ul></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" title="工具箱"><i class="fa-duotone fa-tools fa-fw"></i> 工具箱</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://rssbox.mhuig.top/" title="RSS Box" active-action="action-https:rssboxmhuigtop"><i class="fa-duotone fa-conveyor-belt-boxes fa-fw"></i> RSS Box</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/havefun/Coco/" title="My Cat" active-action="action-havefunCoco"><i class="fa-duotone fa-cat fa-fw"></i> My Cat</a></li><li><a class="menuitem flat-box"><i class="fa-duotone fa-compact-disc fa-spin fa-fw music"></i> Music</a><ul class="list-v"><li><div class="aplayer-container"><div class="aplayer-local"></div></div></li></ul></li><li></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/talk/" title="碎言碎语" active-action="action-pagestalk"><i class="fa-duotone fa-comments fa-fw"></i> 碎言碎语</a></li></ul></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://github.com/MHuiG" title="GitHub" active-action="action-https:githubcomMHuiG"><i class="fa-brands fa-github fa-fw"></i> GitHub</a></li></ul></li></ul></div><div class="m_search"><form name="searchform" class="form u-search-form"><i class="icon fa-solid fa-search fa-fw"></i> <input type="text" class="input u-search-input" placeholder="Search..."></form></div><ul class="switcher nav-list-h m-phone"><li><a class="s-search fa-solid fa-search fa-fw" target="_self" title="search"></a></li><li><a class="s-menu fa-solid fa-bars fa-fw" target="_self" title="menu"></a><ul class="menu-phone list-v navigation white-box"><li><a class="menuitem flat-box faa-parent animated-hover" title="索引"><i class="fa-duotone fa-list-alt fa-fw"></i> 索引</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" href="/notes/" title="便签" active-action="action-notes"><i class="fa-duotone fa-books fa-fw"></i> 便签</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/categories/" title="分类" active-action="action-categories"><i class="fa-duotone fa-folder-open fa-fw"></i> 分类</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/tags/" title="标签" active-action="action-tags"><i class="fa-duotone fa-tags fa-fw"></i> 标签</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/archives/" title="归档" active-action="action-archives"><i class="fa-duotone fa-archive fa-fw"></i> 归档</a></li></ul></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/friends/" title="友链" active-action="action-pagesfriends"><i class="fa-duotone fa-link fa-fw"></i> 友链</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" href="https://www.travellings.cn/go-by-clouds.html" title="Travelling" target="_blank" active-action="action-https:wwwtravellingscngo-by-cloudshtml" rel="external nofollow noopener noreferrer"><i class="fa-duotone fa-subway fa-fw"></i> Travelling</a></li></ul></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/about/" title="关于" active-action="action-pagesabout"><i class="fa-duotone fa-user-tie fa-fw"></i> 关于</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/time-machine/" title="时光机" active-action="action-pagestime-machine"><i class="fa-duotone fa-clock fa-fw"></i> 时光机</a></li><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="noopener" href="https://mhuig.top/privacy-policy/" title="隐私政策" active-action="action-https:mhuigtopprivacy-policy"><i class="fa-duotone fa-user-secret fa-fw"></i> 隐私政策</a></li></ul></li><li><a class="menuitem flat-box faa-parent animated-hover" title="更多"><i class="fa-duotone fa-fan fa-spin fa-fw"></i> 更多</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/beer/" title="Sponsor" active-action="action-pagesbeer"><i class="fa-duotone fa-heart-square fa-fw"></i> Sponsor</a></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" title="博客管理"><i class="fa-duotone fa-user-shield fa-fw"></i> 博客管理</a><ul class="list-v"><li><a class="menuitem flat-box header toggle-mode-btn"><i class="fa-duotone fa-bat fa-fw"></i> 暗黑模式</a></li><li></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/rss/" title="RSS订阅" active-action="action-pagesrss"><i class="fa-duotone fa-rss fa-fw"></i> RSS订阅</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/sitemap.xml" title="站点地图" active-action="action-sitemapxml"><i class="fa-duotone fa-sitemap fa-fw"></i> 站点地图</a></li><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://mhuig.instatus.com/" title="Monitors" active-action="action-https:mhuiginstatuscom"><i class="fa-duotone fa-telescope fa-fw"></i> Monitors</a></li><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://ssl.mhuig.top/" title="SSL Status" active-action="action-https:sslmhuigtop"><i class="fa-brands fa-expeditedssl fa-fw"></i> SSL Status</a></li></ul></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" title="工具箱"><i class="fa-duotone fa-tools fa-fw"></i> 工具箱</a><ul class="list-v"><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://rssbox.mhuig.top/" title="RSS Box" active-action="action-https:rssboxmhuigtop"><i class="fa-duotone fa-conveyor-belt-boxes fa-fw"></i> RSS Box</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/havefun/Coco/" title="My Cat" active-action="action-havefunCoco"><i class="fa-duotone fa-cat fa-fw"></i> My Cat</a></li><li><a class="menuitem flat-box faa-parent animated-hover" href="/pages/talk/" title="碎言碎语" active-action="action-pagestalk"><i class="fa-duotone fa-comments fa-fw"></i> 碎言碎语</a></li></ul></li><hr><li><a class="menuitem flat-box faa-parent animated-hover" target="_blank" rel="external nofollow noopener noreferrer" href="https://github.com/MHuiG" title="GitHub" active-action="action-https:githubcomMHuiG"><i class="fa-brands fa-github fa-fw"></i> GitHub</a></li></ul></li></ul></li></ul></div></div></div></header><div id="l_body"><div id="l_cover"><div id="none" class="cover-wrapper post featured" style="display:none"><div class="cover-bg lazyload placeholder" data-bg=""></div><div class="cover-body"><div class="top"><p class="title">Magicland</p><p class="subtitle">「看庭前花开花落,望天上云卷云舒」</p></div><div class="bottom"><div class="menu navigation"><div class="list-h"><a target="_blank" rel="external nofollow noopener noreferrer" href="https://github.com/MHuiG" active-action="action-https:githubcomMHuiG"><i class="fa-brands fa-github color-github fa-fw"></i><p>Github</p></a><a href="/pages/friends/" active-action="action-pagesfriends"><i class="fa-duotone fa-link color-friends fa-fw"></i><p>友链</p></a><a href="/pages/about/" active-action="action-pagesabout"><i class="fa-duotone fa-user-tie color-about fa-fw"></i><p>关于</p></a><a href="https://www.travellings.cn/go-by-clouds.html" target="_blank" active-action="action-https:wwwtravellingscngo-by-cloudshtml" rel="external nofollow noopener noreferrer"><i class="fa-duotone fa-subway color-travellings fa-fw"></i><p>Travelling</p></a></div></div></div></div><div id="scroll-down" style="display:none"><i class="fa fa-chevron-down scroll-down-effects"></i></div></div></div><div id="safearea"><div class="body-wrapper"><div id="l_main" class=""><article itemscope="" itemtype="http://schema.org/Article" class="article post white-box reveal md shadow floatable blur article-type-post" id="post" itemprop="blogPost"><link itemprop="mainEntityOfPage" href="https://blog.mhuig.top/p/f0765214/"><span hidden="" itemprop="publisher" itemscope="" itemtype="http://schema.org/Organization"><meta itemprop="name" content="Magicland"></span><span hidden="" itemprop="post" itemscope="" itemtype="http://schema.org/CreativeWork"><meta itemprop="name" content="特征向量和特征值的几何本质"><meta itemprop="description" content="本文探讨特征值(λ)与特征向量(x)的定义(Ax=λx)，阐释其几何本质为空间向量线性变换中保持方向的缩放（旋转与伸缩），物理意义为矩阵作用下向量仅拉伸/压缩λ倍，介绍传统求解步骤（计算特征多项式、求解特征值、解方程组）及基于子矩阵特征值编码原矩阵隐藏信息的新公式|v_i,j|²计算特征向量元素的方法。"></span><span hidden=""><meta itemprop="image" content="/lib/favicon/android-chrome-192x192.png"></span><div class="article-meta" id="top"><h1 class="title" itemprop="name headline"> 特征向量和特征值的几何本质</h1><div class="new-meta-box"><div class="new-meta-item author" itemprop="author" itemscope="" itemtype="http://schema.org/Person"> <a itemprop="url" class="author" target="_blank" href="https://mhuig.top/" rel="nofollow noopener" alt="author"><img itemprop="image" src="/lib/avatar/avatar-16.webp" class="lazyload" data-srcset="/lib/avatar/avatar-16.webp" srcset="data:image/gif;base64,R0lGODlhAQABAIAAAP///////yH5BAEKAAEALAAAAAABAAEAAAICTAEAOw=="><p itemprop="name">MHuiG</p></a></div><div class="new-meta-item wordcount"><a class="notlink"><i class="fa-duotone fa-keyboard fa-fw" aria-hidden="true"></i><p>字数：348 字</p></a></div><div class="new-meta-item readtime"><a class="notlink"><i class="fa-duotone fa-hourglass-half fa-fw" aria-hidden="true"></i><p>时长：1 分钟</p></a></div></div></div><div id="layoutHelper-page-plugins"></div><div id="post-body" itemprop="articleBody"><p>子矩阵的特征值编码了原矩阵特征向量的隐藏信息。</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:43.466ex"><svg style="vertical-align:-2.895ex;min-width:43.466ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="6.921ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -1779.5)"><g data-mml-node="math" data-latex=" |v_i,_j|^2=\frac{\prod_{k=1}^{n-1}(λ_i(A)-λ_k(M_j))}{\prod_{k=1,k\not=i}^{n-1}(λ_i(A)-λ_k(A))}"><g data-mml-node="mtable" data-latex=" |v_i,_j|^2 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data-latex="A"><path data-c="1D434" d="M137 3C155 3 217 0 236 0 251 0 258 8 258 23 258 32 252 38 239 39 210 40 196 50 196 69 196 78 205 98 224 128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g></g></g></svg></mjx-container>为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.357ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 600 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="n"><g data-mml-node="mi" data-latex="n"><path 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fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="λ"><g data-mml-node="mi" data-latex="λ"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g></g></g></svg></mjx-container>和<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.357ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 600 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="n"><g data-mml-node="mi" data-latex="n"><path data-c="1D45B" d="M537 137C514 58 481 18 440 18 427 18 420 28 420 47 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data-latex="0"><g data-mml-node="mn" data-latex="0"><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z"></path></g></g></g></svg></mjx-container>列向量<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container>满足<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="2.991ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 1322 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="Ax=λx"><g data-mml-node="mi" data-latex="A"><path data-c="1D434" d="M137 3C155 3 217 0 236 0 251 0 258 8 258 23 258 32 252 38 239 39 210 40 196 50 196 69 196 78 205 98 224 128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g><g data-mml-node="mi" data-latex="x" transform="translate(750,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg><mjx-break size="4"></mjx-break><svg style="vertical-align:-.566ex" xmlns="http://www.w3.org/2000/svg" width="5.002ex" height="2.262ex" role="img" focusable="false" viewBox="0 -750 2210.8 1000"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="Ax=λx"><g data-mml-node="mo" data-latex="="><path data-c="3D" d="M698 367 80 367C64 367 56 359 56 344 56 329 64 321 80 321L698 321C714 321 722 329 722 344 722 356 711 367 698 367M698 179 80 179C64 179 56 171 56 156 56 141 64 133 80 133L698 133C714 133 722 141 722 156 722 169 711 179 698 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144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container>，那么数<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.029ex" xmlns="http://www.w3.org/2000/svg" width="1.319ex" height="1.6ex" role="img" focusable="false" viewBox="0 -694 583 707"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="λ"><g data-mml-node="mi" data-latex="λ"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g></g></g></svg></mjx-container>称为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:0" xmlns="http://www.w3.org/2000/svg" width="1.697ex" height="1.62ex" role="img" focusable="false" viewBox="0 -716 750 716"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="A"><g data-mml-node="mi" data-latex="A"><path data-c="1D434" d="M137 3C155 3 217 0 236 0 251 0 258 8 258 23 258 32 252 38 239 39 210 40 196 50 196 69 196 78 205 98 224 128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g></g></g></svg></mjx-container>的特征值，<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.294ex" height="1.025ex" role="img" focusable="false" viewBox="0 -442 572 453"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="x"><g data-mml-node="mi" data-latex="x"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g></g></g></svg></mjx-container>称为<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:0" xmlns="http://www.w3.org/2000/svg" width="1.697ex" height="1.62ex" role="img" focusable="false" viewBox="0 -716 750 716"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="A"><g data-mml-node="mi" data-latex="A"><path data-c="1D434" d="M137 3C155 3 217 0 236 0 251 0 258 8 258 23 258 32 252 38 239 39 210 40 196 50 196 69 196 78 205 98 224 128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g></g></g></svg></mjx-container>的对应于特征值<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.029ex" xmlns="http://www.w3.org/2000/svg" width="1.319ex" height="1.6ex" role="img" focusable="false" viewBox="0 -694 583 707"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="λ"><g data-mml-node="mi" data-latex="λ"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g></g></g></svg></mjx-container>的特征向量。</p><p>它的物理意义是：</p><p><mjx-container 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3M492 577 522 267 307 267Z"></path></g><g data-mml-node="mi" data-latex="乘" transform="translate(4750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">乘</text></g><g data-mml-node="mi" data-latex="以" transform="translate(5750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">以</text></g><g data-mml-node="mi" data-latex="一" transform="translate(6750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">一</text></g><g data-mml-node="mi" data-latex="个" transform="translate(7750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">个</text></g><g data-mml-node="mi" data-latex="向" transform="translate(8750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">向</text></g><g data-mml-node="mi" data-latex="量" transform="translate(9750,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">量</text></g><g data-mml-node="mi" data-latex="x" transform="translate(10750,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g><g data-mml-node="mi" data-latex="，" transform="translate(11322,0)"><text data-variant="italic" transform="scale(1,-1)" font-size="884px" font-family="serif" font-style="italic">，</text></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:2"><g data-mml-node="mtext" data-latex="\text{(2)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="32" d="M237 666C186 666 143 648 106 612 69 576 50 534 50 483 50 449 75 424 106 424 136 424 161 450 161 480 161 513 137 536 105 536 102 536 100 536 98 535 117 584 161 627 224 627 306 627 352 556 352 470 352 403 318 331 250 255L62 43C49 28 50 29 50 0L421 0 450 180 417 180C409 129 402 100 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data-mml-node="math" data-latex="就相当于做了一个线性变换λx。"><g data-mml-node="mtable" data-latex="就相当于做了一个线性变换λx。" transform="translate(2078,0) translate(-2078,0)"><g transform="translate(0 750) matrix(1 0 0 -1 0 0) scale(55.25)"><svg data-table="true" preserveAspectRatio="xMidYMid" viewBox="7077.5 -750 1 1000"><g transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mlabeledtr"><g data-mml-node="mtd"><g data-mml-node="mi" data-latex="就"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">就</text></g><g data-mml-node="mi" data-latex="相" transform="translate(1000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">相</text></g><g data-mml-node="mi" data-latex="当" transform="translate(2000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">当</text></g><g data-mml-node="mi" data-latex="于" transform="translate(3000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">于</text></g><g data-mml-node="mi" data-latex="做" transform="translate(4000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">做</text></g><g data-mml-node="mi" data-latex="了" transform="translate(5000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">了</text></g><g data-mml-node="mi" data-latex="一" transform="translate(6000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">一</text></g><g data-mml-node="mi" data-latex="个" transform="translate(7000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">个</text></g><g data-mml-node="mi" data-latex="线" transform="translate(8000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">线</text></g><g data-mml-node="mi" data-latex="性" transform="translate(9000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">性</text></g><g data-mml-node="mi" data-latex="变" transform="translate(10000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">变</text></g><g data-mml-node="mi" data-latex="换" transform="translate(11000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">换</text></g><g data-mml-node="mi" data-latex="λ" transform="translate(12000,0)"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g><g data-mml-node="mi" data-latex="x" transform="translate(12583,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 389 442 355 419 329 373 308 419 273 442 222 442 173 442 133 419 101 374 74 335 60 306 60 287 60 278 65 273 75 273 84 273 90 278 92 287 111 345 153 413 220 413 253 413 269 392 269 351 269 330 251 252 216 118 199 51 169 18 126 18 112 18 99 21 88 26 114 36 127 54 127 80 127 106 114 119 87 119 54 119 29 91 29 58 29 12 76-11 125-11 167-11 201 12 228 58 247 12 283-11 335-11 383-11 423 12 455 57 482 96 496 125 496 144 496 153 491 158 481 158 472 158 467 153 464 144 447 87 402 18 337 18 304 18 287 38 287 79 287 92 292 120 303 165L337 300C356 375 387 413 431 413 445 413 458 410 469 405 442 396 429 378 429 351 429 325 443 312 470 312 502 312 527 341 527 373Z"></path></g><g data-mml-node="TeXAtom" data-mjx-texclass="ORD" transform="translate(13155,0)"><g data-mml-node="mo" data-latex="。"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">。</text></g></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:3"><g data-mml-node="mtext" data-latex="\text{(3)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="33" d="M303 353C369 378 431 441 431 526 431 569 410 604 369 631 333 654 292 666 246 666 201 666 162 654 127 631 88 605 68 571 68 528 68 495 90 472 122 472 154 472 176 495 176 527 176 560 157 578 119 580 145 615 186 633 242 633 302 633 332 598 332 527 332 485 324 450 309 421 282 373 245 364 183 364 171 362 165 357 165 348 165 333 172 333 192 333L235 333C310 333 348 280 348 173 348 88 317 14 241 14 176 14 128 36 99 80 134 79 160 105 160 139 160 173 135 198 101 198 62 198 42 178 42 137 42 88 64 49 108 18 147-9 193-22 244-22 301-22 350-3 393 34 436 71 457 117 457 173 457 267 383 332 303 353Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:29.765ex"><svg style="vertical-align:-.566ex;min-width:29.765ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="2.262ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -750)"><g data-mml-node="math" data-latex="方向仍然保持不变，"><g data-mml-node="mtable" data-latex="方向仍然保持不变，" transform="translate(2078,0) translate(-2078,0)"><g transform="translate(0 750) matrix(1 0 0 -1 0 0) scale(55.25)"><svg data-table="true" preserveAspectRatio="xMidYMid" viewBox="4500 -750 1 1000"><g transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mlabeledtr"><g data-mml-node="mtd"><g data-mml-node="mi" data-latex="方"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">方</text></g><g data-mml-node="mi" data-latex="向" transform="translate(1000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">向</text></g><g data-mml-node="mi" data-latex="仍" transform="translate(2000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">仍</text></g><g data-mml-node="mi" data-latex="然" transform="translate(3000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">然</text></g><g data-mml-node="mi" data-latex="保" transform="translate(4000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">保</text></g><g data-mml-node="mi" data-latex="持" transform="translate(5000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">持</text></g><g data-mml-node="mi" data-latex="不" transform="translate(6000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">不</text></g><g data-mml-node="mi" data-latex="变" transform="translate(7000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">变</text></g><g data-mml-node="mi" data-latex="，" transform="translate(8000,0)"><text data-variant="italic" transform="scale(1,-1)" font-size="884px" font-family="serif" font-style="italic">，</text></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:4"><g data-mml-node="mtext" data-latex="\text{(4)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="34" d="M353 677C344 677 336 672 330 663L28 199 28 163 289 163 289 81C289 63 285 51 278 46 271 41 252 39 219 39L194 39 194 0C223 2 269 3 331 3 393 3 439 2 468 0L468 39 443 39C410 39 391 41 384 46 377 51 373 63 373 81L373 163 471 163 471 202 373 202 373 660C373 670 366 677 353 677M295 553 295 202 67 202Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:40.133ex"><svg style="vertical-align:-.566ex;min-width:40.133ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="2.262ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -750)"><g data-mml-node="math" data-latex="只是拉伸或者压缩一定倍数λ。"><g data-mml-node="mtable" data-latex="只是拉伸或者压缩一定倍数λ。" transform="translate(2078,0) translate(-2078,0)"><g transform="translate(0 750) matrix(1 0 0 -1 0 0) scale(55.25)"><svg data-table="true" preserveAspectRatio="xMidYMid" viewBox="6791.5 -750 1 1000"><g transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mlabeledtr"><g data-mml-node="mtd"><g data-mml-node="mi" data-latex="只"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">只</text></g><g data-mml-node="mi" data-latex="是" transform="translate(1000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">是</text></g><g data-mml-node="mi" data-latex="拉" transform="translate(2000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">拉</text></g><g data-mml-node="mi" data-latex="伸" transform="translate(3000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">伸</text></g><g data-mml-node="mi" data-latex="或" transform="translate(4000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">或</text></g><g data-mml-node="mi" data-latex="者" transform="translate(5000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">者</text></g><g data-mml-node="mi" data-latex="压" transform="translate(6000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">压</text></g><g data-mml-node="mi" data-latex="缩" transform="translate(7000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">缩</text></g><g data-mml-node="mi" data-latex="一" transform="translate(8000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">一</text></g><g data-mml-node="mi" data-latex="定" transform="translate(9000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">定</text></g><g data-mml-node="mi" data-latex="倍" transform="translate(10000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">倍</text></g><g data-mml-node="mi" data-latex="数" transform="translate(11000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">数</text></g><g data-mml-node="mi" data-latex="λ" transform="translate(12000,0)"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g><g data-mml-node="TeXAtom" data-mjx-texclass="ORD" transform="translate(12583,0)"><g data-mml-node="mo" data-latex="。"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">。</text></g></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:5"><g data-mml-node="mtext" data-latex="\text{(5)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="35" d="M118 315C123 315 129 319 134 326 164 371 205 393 257 393 292 393 319 373 337 332 348 305 354 264 354 209 354 146 346 102 331 76 306 35 272 14 229 14 162 14 109 62 91 114 94 113 96 114 100 114 130 114 155 137 155 167 155 198 130 219 100 219 65 219 50 200 50 163 50 63 131-22 231-22 292-22 344 0 386 44 428 88 449 141 449 202 449 260 432 310 398 353 361 400 315 423 259 423 212 423 171 408 138 378L138 556C165 548 191 544 218 544 264 544 304 555 338 578 369 597 390 616 402 634 408 642 411 648 411 651 411 661 406 666 396 666 341 645 294 634 256 634 211 634 168 643 127 662 122 664 118 665 114 665 105 665 100 656 100 637L100 345C100 324 100 315 118 315Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>特征向量和特征值的几何本质，其实就是：</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:34.29ex"><svg style="vertical-align:-.566ex;min-width:34.29ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="2.262ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -750)"><g data-mml-node="math" data-latex="空间矢量的旋转和缩放。"><g data-mml-node="mtable" data-latex="空间矢量的旋转和缩放。" transform="translate(2078,0) translate(-2078,0)"><g transform="translate(0 750) matrix(1 0 0 -1 0 0) scale(55.25)"><svg data-table="true" preserveAspectRatio="xMidYMid" viewBox="5500 -750 1 1000"><g transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mlabeledtr"><g data-mml-node="mtd"><g data-mml-node="mi" data-latex="空"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">空</text></g><g data-mml-node="mi" data-latex="间" transform="translate(1000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">间</text></g><g data-mml-node="mi" data-latex="矢" transform="translate(2000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">矢</text></g><g data-mml-node="mi" data-latex="量" transform="translate(3000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">量</text></g><g data-mml-node="mi" data-latex="的" transform="translate(4000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">的</text></g><g data-mml-node="mi" data-latex="旋" transform="translate(5000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">旋</text></g><g data-mml-node="mi" data-latex="转" transform="translate(6000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">转</text></g><g data-mml-node="mi" data-latex="和" transform="translate(7000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">和</text></g><g data-mml-node="mi" data-latex="缩" transform="translate(8000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">缩</text></g><g data-mml-node="mi" data-latex="放" transform="translate(9000,0)"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">放</text></g><g data-mml-node="TeXAtom" data-mjx-texclass="ORD" transform="translate(10000,0)"><g data-mml-node="mo" data-latex="。"><text data-variant="normal" transform="scale(1,-1)" font-size="884px" font-family="serif">。</text></g></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:6"><g data-mml-node="mtext" data-latex="\text{(6)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="36" d="M383 504C416 504 432 521 432 555 432 627 378 666 304 666 221 666 155 627 106 548 63 480 42 403 42 316 42 189 65 100 112 47 152 1 198-22 251-22 312-22 362 1 401 47 438 91 457 144 457 205 457 266 439 318 403 361 365 407 316 431 257 431 205 431 165 402 138 346L138 352C138 465 166 561 226 605 252 624 279 633 306 633 342 633 368 623 385 602 351 602 334 583 334 553 334 525 355 504 383 504M344 340C355 317 361 272 361 206 361 141 356 98 345 76 325 35 294 14 251 14 222 14 200 24 184 44 171 60 162 74 158 85 146 116 140 163 140 227 140 255 144 282 151 308 164 355 201 399 256 399 295 399 325 379 344 340Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 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128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g><g data-mml-node="mo" data-latex=")" transform="translate(15208.7,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g><g data-mml-node="mi" data-latex="x" transform="translate(15597.7,0)"><path data-c="1D465" d="M527 373C527 419 482 442 432 442 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179Z"></path></g><g data-mml-node="mn" data-latex="0" transform="translate(17503.2,0)"><path data-c="30" d="M249-22C390-22 460 92 460 320 460 473 428 575 365 625 330 652 291 666 250 666 109 666 39 551 39 320 39 136 88-22 249-22M361 524C368 489 371 425 371 332 371 240 367 172 360 128 347 48 310 8 249 8 226 8 203 17 182 34 155 57 139 104 132 176 129 201 128 253 128 332 128 419 131 480 136 513 145 568 163 603 191 618 213 630 232 636 249 636 314 636 350 583 361 524Z"></path></g></g></g></g></svg><svg data-labels="true" preserveAspectRatio="xMaxYMid" viewBox="1278 -750 1 1000"><g data-labels="true" transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mtd" id="mjx-eqn:7"><g data-mml-node="mtext" data-latex="\text{(7)}"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path><path data-c="37" d="M475 604C482 613 485 626 485 644L243 644C174 644 135 648 128 657 125 660 122 667 120 676L89 676 55 464 88 464C98 520 106 550 112 555 115 558 146 560 205 560L401 560 295 410C214 295 174 171 174 36 174-3 190-22 223-22 256-22 272-3 272 36L272 87C272 239 296 349 343 416Z" transform="translate(389,0)"></path><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z" transform="translate(889,0)"></path></g></g></g></svg></g></g></g></g></svg></mjx-container></p><p>全新的方法：</p><p><mjx-container class="MathJax" jax="SVG" overflow="overflow" display="true" width="full" style="min-width:43.466ex"><svg style="vertical-align:-2.895ex;min-width:43.466ex" xmlns="http://www.w3.org/2000/svg" width="100%" height="6.921ex" role="img" focusable="false"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(0.0181,-0.0181) translate(0, -1779.5)"><g data-mml-node="math" data-latex=" |v_i,_j|^2=\frac{\prod_{k=1}^{n-1}(λ_i(A)-λ_k(M_j))}{\prod_{k=1,k\not=i}^{n-1}(λ_i(A)-λ_k(A))}"><g data-mml-node="mtable" data-latex=" |v_i,_j|^2 =\frac{\prod_{k=1}^{n-1}(λ_i(A)-λ_k(M_j))}{\prod_{k=1,k\not=i}^{n-1}(λ_i(A)-λ_k(A))}" transform="translate(2078,0) translate(-2078,0)"><g transform="translate(0 1779.5) matrix(1 0 0 -1 0 0) scale(55.25)"><svg data-table="true" preserveAspectRatio="xMidYMid" viewBox="7528 -1779.5 1 3058.9"><g transform="matrix(1 0 0 -1 0 0)"><g data-mml-node="mlabeledtr" transform="translate(0,76.5)"><g data-mml-node="mtd"><g data-mml-node="mo" data-latex="|"><path data-c="7C" d="M139-250C152-250 159-242 159-226L159 726C159 742 152 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data-latex="M"><path data-c="1D440" d="M594 16C594 5 600 0 613 0L736 3C759 4 840 0 859 0 874 0 882 8 882 24 882 34 872 39 851 39 810 39 790 43 790 52 790 55 792 62 795 75L927 602C932 623 942 636 955 641 961 643 979 644 1008 644 1033 644 1044 645 1044 668 1044 678 1034 683 1013 683L882 683C853 683 853 681 840 662L484 108 408 657C404 682 402 683 373 683L237 683C215 683 204 682 204 660 204 649 215 644 236 644 256 644 297 647 297 631 297 629 296 623 293 613L167 110C158 72 135 49 100 42 75 39 42 43 42 16 42 5 48 0 60 0 78 0 141 3 159 3 178 3 242 0 261 0 276 0 283 8 283 24 283 33 276 38 261 39 219 39 198 52 198 78 198 82 199 89 202 100L332 621 415 26C418 9 424 0 434 0 442 0 450 7 459 20L848 627 712 82C706 60 696 47 681 42 675 40 656 39 625 39 604 39 594 37 594 16Z"></path></g><g data-mml-node="mi" transform="translate(1003,-150) scale(0.707)" data-latex="j"><path data-c="1D457" d="M397 621C397 648 383 661 356 661 328 661 300 633 300 605 300 578 313 565 340 565 368 565 397 593 397 621M267 444C214 444 169 404 147 369 120 326 107 299 107 287 107 278 112 274 122 274 127 274 130 275 133 276 138 284 141 291 144 296 176 375 216 414 264 414 282 414 291 400 291 373 291 358 289 341 284 323L192-46C178-104 138-175 75-175 66-175 57-174 48-171 73-161 85-143 85-118 85-92 71-79 44-79 12-79-13-108-13-140-13-184 30-205 77-205 120-205 160-190 197-160 232-131 254-94 265-51L356 311C359 324 361 337 361 349 361 404 322 444 267 444Z"></path></g></g></g></g></svg></mjx-container> 为矩阵<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:0" xmlns="http://www.w3.org/2000/svg" width="1.697ex" height="1.62ex" role="img" focusable="false" viewBox="0 -716 750 716"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="A"><g data-mml-node="mi" data-latex="A"><path data-c="1D434" d="M137 3C155 3 217 0 236 0 251 0 258 8 258 23 258 32 252 38 239 39 210 40 196 50 196 69 196 78 205 98 224 128 251 173 270 206 283 228L526 228C526 221 527 207 530 185 537 112 541 72 541 67 541 48 519 39 474 39 455 39 446 31 446 15 446 5 452 0 464 0 488 0 564 3 588 3 608 3 679 0 699 0 714 0 721 8 721 24 721 34 712 39 694 39 666 39 649 41 644 44 639 47 635 56 634 71L574 689C571 708 572 716 551 716 539 716 529 710 522 697L178 120C148 70 108 43 59 39 43 38 35 30 35 15 35 5 41 0 52 0 68 0 121 3 137 3M492 577 522 267 307 267Z"></path></g></g></g></svg></mjx-container>的第<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.464ex" xmlns="http://www.w3.org/2000/svg" width="0.932ex" height="1.959ex" role="img" focusable="false" viewBox="0 -661 412 866"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="j"><g data-mml-node="mi" data-latex="j"><path data-c="1D457" d="M397 621C397 648 383 661 356 661 328 661 300 633 300 605 300 578 313 565 340 565 368 565 397 593 397 621M267 444C214 444 169 404 147 369 120 326 107 299 107 287 107 278 112 274 122 274 127 274 130 275 133 276 138 284 141 291 144 296 176 375 216 414 264 414 282 414 291 400 291 373 291 358 289 341 284 323L192-46C178-104 138-175 75-175 66-175 57-174 48-171 73-161 85-143 85-118 85-92 71-79 44-79 12-79-13-108-13-140-13-184 30-205 77-205 120-205 160-190 197-160 232-131 254-94 265-51L356 311C359 324 361 337 361 349 361 404 322 444 267 444Z"></path></g></g></g></svg></mjx-container>个余子式,<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.667ex" xmlns="http://www.w3.org/2000/svg" width="7.142ex" height="2.36ex" role="img" focusable="false" viewBox="0 -748 3156.7 1043"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="λ_k(M_j)"><g data-mml-node="msub" data-latex="λ_k"><g data-mml-node="mi" data-latex="λ"><path data-c="1D706" d="M86-13C97-13 109-6 122 9L355 285C390 189 416 117 433 68 444 37 451 19 456 12 467-3 486-11 512-11L533-11C543-10 548-6 548 3 548 5 546 9 542 14 535 21 528 36 520 59L319 621C302 670 261 694 196 694 181 694 174 689 174 679 174 672 180 667 191 664 205 660 214 655 219 649 226 641 236 621 247 589L342 322 72 53C59 40 53 29 53 20 53 2 68-13 86-13Z"></path></g><g data-mml-node="mi" transform="translate(616,-150) scale(0.707)" data-latex="k"><path data-c="1D458" d="M409 353C409 327 423 314 450 314 485 314 508 345 508 379 508 418 476 445 437 445 392 445 344 415 291 356 250 311 217 282 190 269L291 679C289 688 287 694 274 694 242 694 166 685 154 684 139 682 132 675 132 660 132 650 141 645 159 645 178 645 204 646 204 632L59 43C56 32 55 25 55 21 55 0 66-11 87-11 104-11 117-3 124 12 129 21 147 92 179 226 231 221 286 196 286 146 286 131 279 101 279 91 279 34 316-11 373-11 431-11 470 41 490 145 490 154 485 159 475 159 466 159 460 152 457 138 435 59 408 19 375 19 357 19 348 33 348 61 348 77 360 131 360 147 360 204 314 239 221 253 244 269 270 292 298 322 326 352 346 371 359 382 386 404 412 415 435 415 445 415 453 413 459 409 432 404 409 379 409 353Z"></path></g></g><g data-mml-node="mo" data-latex="(" transform="translate(1034.4,0)"><path data-c="28" d="M318-248C327-248 332-243 332-234 332-231 330-227 327-223 275-183 233-117 202-26 175 53 161 131 161 208L161 292C161 369 175 447 202 526 233 617 275 683 327 723 330 726 332 730 332 734 332 743 327 748 318 748 317 748 314 747 311 745 251 699 201 631 160 540 121 453 101 371 101 292L101 208C101 129 121 47 160-40 201-131 251-199 311-245 314-247 317-248 318-248Z"></path></g><g data-mml-node="msub" data-latex="M_j" transform="translate(1423.4,0)"><g data-mml-node="mi" data-latex="M"><path data-c="1D440" d="M594 16C594 5 600 0 613 0L736 3C759 4 840 0 859 0 874 0 882 8 882 24 882 34 872 39 851 39 810 39 790 43 790 52 790 55 792 62 795 75L927 602C932 623 942 636 955 641 961 643 979 644 1008 644 1033 644 1044 645 1044 668 1044 678 1034 683 1013 683L882 683C853 683 853 681 840 662L484 108 408 657C404 682 402 683 373 683L237 683C215 683 204 682 204 660 204 649 215 644 236 644 256 644 297 647 297 631 297 629 296 623 293 613L167 110C158 72 135 49 100 42 75 39 42 43 42 16 42 5 48 0 60 0 78 0 141 3 159 3 178 3 242 0 261 0 276 0 283 8 283 24 283 33 276 38 261 39 219 39 198 52 198 78 198 82 199 89 202 100L332 621 415 26C418 9 424 0 434 0 442 0 450 7 459 20L848 627 712 82C706 60 696 47 681 42 675 40 656 39 625 39 604 39 594 37 594 16Z"></path></g><g data-mml-node="mi" transform="translate(1003,-150) scale(0.707)" data-latex="j"><path data-c="1D457" d="M397 621C397 648 383 661 356 661 328 661 300 633 300 605 300 578 313 565 340 565 368 565 397 593 397 621M267 444C214 444 169 404 147 369 120 326 107 299 107 287 107 278 112 274 122 274 127 274 130 275 133 276 138 284 141 291 144 296 176 375 216 414 264 414 282 414 291 400 291 373 291 358 289 341 284 323L192-46C178-104 138-175 75-175 66-175 57-174 48-171 73-161 85-143 85-118 85-92 71-79 44-79 12-79-13-108-13-140-13-184 30-205 77-205 120-205 160-190 197-160 232-131 254-94 265-51L356 311C359 324 361 337 361 349 361 404 322 444 267 444Z"></path></g></g><g data-mml-node="mo" data-latex=")" transform="translate(2767.7,0)"><path data-c="29" d="M78-245C138-199 188-131 229-40 268 47 288 129 288 208L288 292C288 371 268 453 229 540 188 631 138 699 78 745 75 747 72 748 71 748 62 748 57 743 57 734 57 730 59 726 62 723 114 683 156 617 187 526 214 447 228 369 228 292L228 208C228 131 214 53 187-26 156-117 114-183 62-223 59-227 57-231 57-234 57-243 62-248 71-248 72-248 75-247 78-245Z"></path></g></g></g></svg></mjx-container>是该主子式的第<mjx-container class="MathJax" jax="SVG" overflow="overflow"><svg style="vertical-align:-.025ex" xmlns="http://www.w3.org/2000/svg" width="1.179ex" height="1.595ex" role="img" focusable="false" viewBox="0 -694 521 705"><g stroke="currentColor" fill="currentColor" stroke-width="0" transform="scale(1,-1)"><g data-mml-node="math" data-latex="k"><g data-mml-node="mi" data-latex="k"><path data-c="1D458" d="M409 353C409 327 423 314 450 314 485 314 508 345 508 379 508 418 476 445 437 445 392 445 344 415 291 356 250 311 217 282 190 269L291 679C289 688 287 694 274 694 242 694 166 685 154 684 139 682 132 675 132 660 132 650 141 645 159 645 178 645 204 646 204 632L59 43C56 32 55 25 55 21 55 0 66-11 87-11 104-11 117-3 124 12 129 21 147 92 179 226 231 221 286 196 286 146 286 131 279 101 279 91 279 34 316-11 373-11 431-11 470 41 490 145 490 154 485 159 475 159 466 159 460 152 457 138 435 59 408 19 375 19 357 19 348 33 348 61 348 77 360 131 360 147 360 204 314 239 221 253 244 269 270 292 298 322 326 352 346 371 359 382 386 404 412 415 435 415 445 415 453 413 459 409 432 404 409 379 409 353Z"></path></g></g></g></svg></mjx-container>个特征值.</p><p>通过删除原始矩阵的行和列，创建子矩阵。</p><p>子矩阵和原始矩阵的特征值组合在一起，就可以计算原始矩阵的特征向量。</p><p>简而言之，已知特征值，一个方程式就可以求得特征向量。</p></div><div class="story post-story"><h2 id="参考文献"><a href="#参考文献" class="headerlink" title="参考文献"></a>参考文献</h2><p><a target="_blank" rel="external nofollow noopener noreferrer" href="/go.html?u=aHR0cHM6Ly9hcnhpdi5vcmcvYWJzLzE5MDguMDM3OTU">Eigenvectors from Eigenvalues</a></p><p><a target="_blank" rel="external nofollow noopener noreferrer" href="/go.html?u=aHR0cHM6Ly9hcnhpdi5vcmcvYWJzLzE5MDcuMDI1MzQ">Eigenvalues: the Rosetta Stone for Neutrino Oscillations in Matter</a></p></div></div><div class="footer"><div class="copyright license"><div class="license-title">特征向量和特征值的几何本质</div><div class="license-link"><a href="https://blog.mhuig.top/p/f0765214/">https://blog.mhuig.top/p/f0765214/</a></div><div class="license-meta"><div class="license-meta-item"><div class="license-meta-title">本文作者</div><div class="license-meta-text">MHuiG</div></div><div class="license-meta-item"><div class="license-meta-title">发布于</div><div class="license-meta-text">Nov 17, 2019</div></div><div class="license-meta-item"><div class="license-meta-title">更新于</div><div class="license-meta-text">Nov 20, 2025</div></div><div class="license-meta-item"><div 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2025</p></a></div></div></div><div class="prev-next"><a class="prev" href="/p/notes-windows/"><p class="title"><i class="fa-solid fa-chevron-left" aria-hidden="true"></i>Windows 系列专题</p><p class="content">Windows是微软开发的多平台操作系统，以Windows 11为最新桌面版，25H2版本（内部版26200.7171）带来单页布局开始菜单、彩色电池图标等隐藏功能。支持AI图像编辑、文件摘要等操作，采用共享服务分支技术使更新体积缩减40%。占据全球桌面市场80%份额，Steam平台占有率达63.57%，提供家庭版、专业版及企业版，后者强化安全与管理功能，适合企业级应用。</p></a><a class="next" href="/p/63637a24/"><p class="title">视知觉整合的认知和神经机制研究<i class="fa-solid fa-chevron-right" aria-hidden="true"></i></p><p class="content">本文从结构极简、生态学、计算模型和神经机制四取向，探讨视知觉整合的认知基础，分析轮廓线与纹理整合的神经实现路径，包括初级视皮层联合野作用及层级反馈机制，并提出加工时程、注意调节等待解决问题。</p></a></div><div class="recommended-article"><div class="recommended-article-header"><i class="fa-solid fa-bookmark fa-fw" aria-hidden="true"></i> <span>推荐阅读</span></div><div class="recommended-article-group"> <a class="recommended-article-item" href="/notes/Zeta/143.html" title="马尔可夫过程：从历史起源到数学推导与应用" rel="bookmark"><img 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