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# 定义一个 3x3 矩阵
A = np.array([[3, 4, 7],
[0, 2, 5],
[1, 9, 9]])
# 计算特征值、特征向量
eigenvalues, eigenvectors = np.linalg.eig(A)
print("特征值:")
print(eigenvalues)
print("\\n特征向量(每一列是一个):")
print(eigenvectors)
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是",-1)),Q("mjx-container",l3,[(l(),T("svg",s3,[...a[246]||(a[246]=[s('',1)])])),a[247]||(a[247]=Q("mjx-assistive-mml",{unselectable:"on",display:"inline"},[Q("math",{xmlns:"http://www.w3.org/1998/Math/MathML"},[Q("mi",null,"m"),Q("mo",null,"×"),Q("mi",null,"m")])],-1))]),a[249]||(a[249]=t("正交矩阵,其列向量被称为",-1)),a[250]||(a[250]=Q("strong",null,"左奇异向量",-1)),a[251]||(a[251]=t(",通常代表了原始数据在行空间上的特征",-1))]),Q("li",null,[Q("mjx-container",m3,[(l(),T("svg",n3,[...a[252]||(a[252]=[Q("g",{stroke:"currentColor",fill:"currentColor","stroke-width":"0",transform:"scale(1,-1)"},[Q("g",{"data-mml-node":"math"},[Q("g",{"data-mml-node":"mi"},[Q("path",{"data-c":"1D6BA",d:"M766 271Q764 266 750 137T735 4V0H407Q74 0 71 4L70 5Q64 9 64 18Q64 24 82 41T213 158L359 288Q360 288 320 336T214 460Q67 633 66 635Q64 638 64 655Q64 679 75 684Q78 686 407 686H735V682Q738 676 751 558T766 434V430H735Q704 430 704 431Q704 434 703 444T696 477T681 520T654 563T613 598Q578 615 527 619T371 624H281L396 489Q506 358 513 351Q517 342 512 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[4, 5, 6]])
U, S, VT = np.linalg.svd(A)
print("U:\\n", U)
print("S(奇异值):\\n", S)
print("VT:\\n", VT)
print(f"VT[0]={VT[0]}, VT[1]={VT[1]}, VT[2]={VT[2]}")
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