{"id":76614,"date":"2018-10-19T13:26:50","date_gmt":"2018-10-19T04:26:50","guid":{"rendered":"https:\/\/www.sejuku.net\/blog\/?p=76614"},"modified":"2024-05-06T11:53:19","modified_gmt":"2024-05-06T02:53:19","slug":"python%e3%81%a7numpy%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%a6%e9%80%86%e8%a1%8c%e5%88%97%e3%82%92%e8%a8%88%e7%ae%97%e3%81%97%e3%81%a6%e3%81%bf%e3%82%88%e3%81%86%ef%bc%81","status":"publish","type":"post","link":"https:\/\/www.sejuku.net\/blog\/76614","title":{"rendered":"Python\u3067Numpy\u3092\u4f7f\u3063\u3066\u9006\u884c\u5217\u3092\u8a08\u7b97\u3057\u3066\u307f\u3088\u3046\uff01"},"content":{"rendered":"\n

\u3053\u3093\u306b\u3061\u306f\u3001\u30e9\u30a4\u30bf\u30fc\u306e\u30a2\u30ad\u30d2\u30ed\u3067\u3059\u3002<\/p>\n\n\n\n

Python\u3067\u306fNumpy\u3092\u4f7f\u3046\u3053\u3068\u3067\u9006\u884c\u5217\u306e\u8a08\u7b97\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u3057\u304b\u3057\u3001\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f<\/p>\n\n\n\n


\u300c\u9006\u884c\u5217\u3092\u7c21\u5358\u306b\u8a08\u7b97\u3059\u308b\u306b\u306f\u3069\u3046\u3057\u305f\u3089\u3044\u3044\u3093\u3060\u308d\u3046\u300d
\u300c\u305d\u3082\u305d\u3082\u9006\u884c\u5217\u3063\u3066\u4f55\uff1f\u300d
<\/p>\n\n\n\n

\u306a\u3069\u306e\u60a9\u307f\u3092\u62b1\u3048\u3066\u3044\u308b\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n

\u305d\u3053\u3067\u3001\u3053\u306e\u8a18\u4e8b\u3067\u306fPython\u3092\u4f7f\u3063\u3066\u9006\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3001\u4ee5\u4e0b\u306e\u5185\u5bb9\u3067\u8aac\u660e\u3057\u307e\u3059\uff01<\/p>\n\n\n\n


\u3010\u57fa\u790e\u3011\u9006\u884c\u5217\u3068\u306f\u4f55\u304b
\u3010\u57fa\u790e\u3011\u9006\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5
\u3010\u767a\u5c55\u3011\u9006\u884c\u5217\u306e\u691c\u7b97\u65b9\u6cd5
<\/p>\n\n\n\n

\u9006\u884c\u5217\u306b\u3064\u3044\u3066\u308f\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3092\u8aad\u3080\u524d\u306b\u3001Python\u304c\u3069\u3093\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306a\u306e\u304b\u3092\u304a\u3055\u3089\u3044\u3057\u3066\u304a\u304d\u305f\u3044\u4eba\u306f\u6b21\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u2192 Python\u3068\u306f\uff1f\u7279\u5fb4\u3084\u3067\u304d\u308b\u3053\u3068\u3001\u6d3b\u7528\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u7c21\u5358\u306b\u89e3\u8aac<\/a><\/p>\n\n\n\n

\u306a\u304a\u3001\u305d\u306e\u4ed6\u306ePython\u306e\u8a18\u4e8b\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089<\/a>\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u9006\u884c\u5217\u3068\u306f\uff1f<\/h2>\n\n\n\n

Python\u3067\u306e\u9006\u884c\u5217\u306e\u5b9f\u88c5\u65b9\u6cd5\u3092\u89e3\u8aac\u3059\u308b\u524d\u306b\u3001\u9006\u884c\u5217\u3068\u306f\u4f55\u304b\u3092\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u9006\u884c\u5217\u3068\u306f\u3001\u6b63\u5247\u884c\u5217\u3068\u639b\u3051\u308b\u3053\u3068\u3067\u5358\u4f4d\u884c\u5217\u306b\u306a\u308b\u884c\u5217\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u5358\u4f4d\u884c\u5217\u3068\u306f\u5bfe\u89d2\u6210\u5206\u304c1\u3067\u3001\u305d\u308c\u4ee5\u5916\u304c0\u306e\u884c\u5217\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u884c\u5217A\u3001\u9006\u884c\u5217A^(-1)\u3001\u5358\u4f4d\u884c\u5217E\u3092\u5f0f\u3067\u8868\u3059\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

2\u6b21\u306e\u6b63\u65b9\u884c\u5217\u3067\u306f\u9006\u884c\u5217\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

Numpy\u3067\u9006\u884c\u5217\u3092\u8a08\u7b97\u3057\u3066\u307f\u3088\u3046<\/h2>\n\n\n\n

\u305d\u308c\u3067\u306f\u3001\u5b9f\u969b\u306b\u5b9f\u88c5\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n

\u884c\u5217\u3092\u5b9a\u7fa9\u3059\u308b<\/h3>\n\n\n\n

\u6700\u521d\u306b\u884c\u5217\u3092\u5909\u6570matrix\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

matrix = [[1, 2],[3, 4]]<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u9006\u884c\u5217\u3092\u6c42\u3081\u308b<\/h3>\n\n\n\n
\u6b21\u306bmatrix\u3092\u3082\u3068\u306b\u9006\u884c\u5217\u3092\u6c42\u3081\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u305f\u3081\u306b\u306fNumpy\u30e9\u30a4\u30d6\u30e9\u30ea\u306elinalg.inv\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3044\u307e\u3059\uff01<\/p>\n\n\n\n
Numpy\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3046\u306e\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6700\u521d\u306bNumpy\u3092\u8aad\u307f\u8fbc\u3080\u305f\u3081\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u6587\u3092\u66f8\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
import numpy as np<\/pre>\n\n\n\n
\u3067\u306f\u9006\u884c\u5217\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u9006\u884c\u5217\u3092\u5909\u6570matrix_inv\u3068\u3057\u3066\u3001linalg.inv\u30e1\u30bd\u30c3\u30c9\u3067\u6c42\u3081\u307e\u3059\u3002<\/p>\n\n\n\n
matrix_inv = np.linalg.inv(matrix)<\/pre>\n\n\n\n
\u30b3\u30fc\u30c9\u307e\u3068\u3081<\/h3>\n\n\n\n
\u6700\u5f8c\u306b\u884c\u5217\u3068\u9006\u884c\u5217\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u3053\u307e\u3067\u3092\u307e\u3068\u3081\u305f\u30b3\u30fc\u30c9\u3068\u5b9f\u884c\u7d50\u679c\u3067\u3059\u3002<\/p>\n\n\n\n
import numpy as np\n \n# 1.\u884c\u5217\u3092\u5b9a\u7fa9\nmatrix = [[1, 2],[3, 4]]\n \n# 2.\u9006\u884c\u5217\u3092\u53d6\u5f97\nmatrix_inv = np.linalg.inv(matrix)\n \n# 3.\u8868\u793a\nprint(matrix)\nprint(matrix_inv)<\/pre>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/p>\n\n\n\n
[[1, 2], [3, 4]]\n[[-2.   1. ]\n [ 1.5 -0.5]]<\/pre>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u9006\u884c\u5217\u306e\u8a08\u7b97\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u8abf\u3079\u3088\u3046<\/h2>\n\n\n\n
\u9006\u884c\u5217\u306e\u6027\u8cea\u3092\u5229\u7528\u3057\u3066\u691c\u7b97\u3092\u884c\u3063\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u884c\u5217\u3068\u9006\u884c\u5217\u304b\u3089\u5358\u4f4d\u884c\u5217\u3092\u6c42\u3081\u308b<\/h3>\n\n\n\n
\u5148\u7a0b\u306e\u7d50\u679c\u304c\u672c\u5f53\u306b\u6b63\u3057\u3044\u306e\u304b\u3069\u3046\u304b\u3092\u8abf\u3079\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u9006\u884c\u5217\u3068\u884c\u5217\u306e\u7a4d\u3092\u3068\u308b\u3068\u5358\u4f4d\u884c\u5217\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u305d\u3053\u3067\u5b9f\u969b\u306b\u5358\u4f4d\u884c\u5217\u306b\u306a\u308b\u304b\u3069\u3046\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
print(np.dot(matrix, matrix_inv))<\/pre>\n\n\n\n
np.dot()\u3092\u4f7f\u3063\u3066\u884c\u5217\u306e\u7a4d\u3092\u6c42\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/p>\n\n\n\n
[[1.00000000e+00 1.11022302e-16]\n [0.00000000e+00 1.00000000e+00]]<\/pre>\n\n\n\n
\u601d\u3044\u901a\u308a\u306e\u7d50\u679c\u306b\u306a\u3089\u306a\u304b\u3063\u305f\u539f\u56e0<\/h3>\n\n\n\n
\u672c\u6765\u3067\u3042\u308c\u3070<\/p>\n\n\n\n
[[1 0]
[0 1]]<\/p>\n\n\n\n
\u3068\u3044\u3046\u7d50\u679c\u304c\u6b32\u3057\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u5168\u304f\u7570\u306a\u308b\u5024\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u5b9f\u306f1.11022302e-16\u306f\u307b\u307c0\u3068\u3044\u3046\u5024\u306a\u306e\u3067\u3001\u8fd1\u4f3c\u7684\u306b\u5358\u4f4d\u884c\u5217\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u9006\u884c\u5217\u306e\u8a08\u7b97\u306f\u4e00\u822c\u7684\u306b\u3001\u305d\u306e\u307e\u307e\u8a08\u7b97\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u8aa4\u5dee\u304c\u5927\u304d\u304f\u51fa\u3066\u3057\u307e\u3046\u3053\u3068\u306e\u3042\u308b\u51e6\u7406\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u8fd1\u4f3c\u7684\u306b\u306f\u5358\u4f4d\u884c\u5217\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u8aa4\u5dee\u304c\u7d50\u679c\u3068\u3057\u3066\u8868\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u53c2\u7167\u5143: python\u306e\u9006\u884c\u5217\u3092\u9ad8\u7cbe\u5ea6\u306b\u8a08\u7b97\u3059\u308b\u65b9\u6cd5
<\/a><\/p>\n\n\n\n
\u307e\u3068\u3081<\/h2>\n\n\n\n
\u4eca\u56de\u306fPython\u306eNumpy\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u9006\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\uff01<\/p>\n\n\n\n
\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u884c\u5217\u8a08\u7b97\u3067\u304d\u308c\u3070\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u5206\u91ce\u3067\u5e83\u304f\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n
\u305c\u3072\u30de\u30b9\u30bf\u30fc\u3057\u3066\u884c\u5217\u3092\u3046\u307e\u304f\u6c42\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"
\u3053\u3093\u306b\u3061\u306f\u3001\u30e9\u30a4\u30bf\u30fc\u306e\u30a2\u30ad\u30d2\u30ed\u3067\u3059\u3002 Python\u3067\u306fNumpy\u3092\u4f7f\u3046\u3053\u3068\u3067\u9006\u884c\u5217\u306e\u8a08\u7b97\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f \u300c\u9006\u884c\u5217\u3092\u7c21\u5358\u306b\u8a08\u7b97\u3059\u308b\u306b\u306f\u3069\u3046\u3057\u305f\u3089\u3044\u3044\u3093\u3060\u308d\u3046\u300d\u300c\u305d\u3082\u305d\u3082\u9006\u884c\u5217\u3063\u3066\u4f55\uff1f\u300d \u306a\u3069\u306e 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