{"id":1130,"date":"2019-05-22T13:03:55","date_gmt":"2019-05-22T04:03:55","guid":{"rendered":"http:\/\/int-info.com\/?page_id=1130"},"modified":"2019-05-23T14:50:00","modified_gmt":"2019-05-23T05:50:00","slug":"wd06","status":"publish","type":"page","link":"http:\/\/int-info.com\/index.php\/wd06\/","title":{"rendered":"WD06"},"content":{"rendered":"<h4 style=\"padding: 0.1em 0.3em; border-left: 10px solid #1E88E5; border-bottom: 3px solid #B0BEC5;\"> 0. \u306f\u3058\u3081\u306b <\/h4>\n<p>\u524d\u56de\u3001\u4ee5\u4e0b\u306e\u69cb\u6210\u3092\u6301\u3064\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><b>\u5165\u529b:<\/b> x1:\u7dba\u9e97\u3055\u3001x2:\u4fa1\u683c\u5e2f\u3001x3:\u5473<\/li>\n<li><b>\u51fa\u529b:<\/b> \u7e41\u76db\u3057\u306a\u3044 \u301c \u7e41\u76db\u3059\u308b<\/li>\n<li><b>\u7bc4\u56f2:<\/b> \u6700\u5c110 \u301c \u6700\u59271<\/li>\n<\/ul>\n<p>0\u306b\u8fd1\u3044\u307b\u3069\u60aa\u304f\u30011\u306b\u8fd1\u3044\u307b\u3069\u826f\u3044\u3053\u3068\u3092\u8868\u3057\u307e\u3059\u3002\u4fa1\u683c\u5e2f\u306f1\u306b\u8fd1\u3044\u307b\u3069\u5b89\u3044\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u306e\u3067\u3001\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><\/br><\/p>\n<h4 style=\"padding: 0.1em 0.3em; border-left: 10px solid #1E88E5; border-bottom: 3px solid #B0BEC5;\"> 1. \u4eca\u65e5\u3084\u308b\u3053\u3068 <\/h4>\n<p>\u4eca\u65e5\u306f\u3001\u69cb\u7bc9\u3057\u305f\u4eba\u5de5\u77e5\u80fd\u3092\u4f7f\u3063\u3066\u3001\u3044\u304f\u3064\u304b\u306e\u30d1\u30bf\u30fc\u30f3\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u307f\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u304a\u5e97\u304c\u4e00\u756a\u7e41\u76db\u3057\u305d\u3046\u306a\u306e\u304b\u3001\u7686\u3055\u3093\u306b\u8003\u3048\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n<p><\/br><\/p>\n<h4 style=\"padding: 0.1em 0.3em; border-left: 10px solid #1E88E5; border-bottom: 3px solid #B0BEC5;\"> 2. \u30b3\u30fc\u30c9 <\/h4>\n<p><b>\u30dc\u30bf\u30f31<\/b><br \/>\n\u4eba\u5de5\u77e5\u80fd\u306b\u52c9\u5f37\u3055\u305b\u308b\u30dc\u30bf\u30f3\u3067\u3059\u3002\u6559\u5e2b\u30c7\u30fc\u30bf\uff08\u4eba\u5de5\u77e5\u80fd\u306e\u52c9\u5f37\u7528\u306e\u6559\u6750\uff09\u3068\u3001\u52c9\u5f37\u56de\u6570\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u5b66\u7fd2\u304c\u958b\u59cb\u3055\u308c\u307e\u3059(\u524d\u56de\u3068\u307e\u3063\u305f\u304f\u540c\u3058\u30b3\u30fc\u30c9\u3067\u3059)\u3002<\/p>\n<p><b>\u30dc\u30bf\u30f32<\/b><br \/>\n\u5b66\u7fd2\u3055\u305b\u305f\u4eba\u5de5\u77e5\u80fd\u306b\u5bfe\u3057\u3001\u81ea\u5206\u304c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u305f\u3044\u72b6\u6cc1\u3092\u4e0e\u3048\u3066\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u5f97\u308b\u30dc\u30bf\u30f3\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img.png\" alt=\"\" width=\"1333\" height=\"886\" class=\"aligncenter size-full wp-image-1149\" srcset=\"http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img.png 1333w, http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img-300x199.png 300w, http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img-768x510.png 768w, http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img-1024x681.png 1024w, http:\/\/int-info.com\/wp-content\/uploads\/2019\/05\/WD06_result_img-1200x798.png 1200w\" sizes=\"auto, (max-width: 1333px) 100vw, 1333px\" \/><\/p>\n<p><b>\u30dc\u30bf\u30f31\u306e\u30b3\u30fc\u30c9:<\/b><\/p>\n<pre>\r\nPrivate Sub CommandButton1_Click()\r\n\r\n    DataSize = 7\r\n    InputDim = 3\r\n    Dim W(4) As Double\r\n    Dim X(7, 4) As Double\r\n    Dim DifW(4) As Double\r\n    Dim EstDif(7) As Double\r\n    Dim Update(4) As Double\r\n    \r\n    '\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\r\n    For i = 1 To DataSize\r\n        For j = 1 To InputDim\r\n            X(i, j) = Cells(i + 2, j + 1)\r\n        Next j\r\n    Next i\r\n    \r\n    '\u4eba\u5de5\u77e5\u80fd\u306e\u5b66\u7fd2\u56de\u6570\u3092\u53d6\u5f97\r\n    NumLearning = Cells(12, 3)\r\n    \r\n    '\u521d\u671f\u306e\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6c7a\u5b9a\r\n    For i = 1 To InputDim + 1\r\n        Cells(1 + i, 8) = 0\r\n    Next i\r\n    \r\n    '\u52c9\u5f37\u958b\u59cb\r\n    For t = 1 To NumLearning\r\n    \r\n        '\u73fe\u5728\u306e\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u53d6\u5f97\r\n        For i = 1 To InputDim + 1\r\n            W(i) = Cells(1 + i, 8)\r\n        Next i\r\n    \r\n        '\u73fe\u5728\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3088\u308b\u4e88\u6e2c\u7d50\u679c\u3092\u7b97\u51fa\r\n        For i = 1 To DataSize\r\n            Est = 0\r\n            For j = 1 To InputDim\r\n                Est = Est + X(i, j) * W(j)\r\n            Next j\r\n            Est = Est + W(4)\r\n            Est = 1 \/ (1 + Exp(-Est))\r\n            Cells(2 + i, 6) = Est\r\n        Next i\r\n        \r\n        '\u73fe\u5728\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a55\u4fa1\u5024\u3092\u7b97\u51fa\r\n        Eval = 0\r\n        For i = 1 To DataSize\r\n            Eval = Eval + Abs(Cells(2 + i, 5) - Cells(2 + i, 6))\r\n        Next i\r\n        Eval = Eval \/ DataSize\r\n        Cells(10, 6) = Eval\r\n    \r\n        '\u982d\u304c\u3088\u304f\u306a\u308b\u65b9\u6cd5\u3092\u691c\u7d22\r\n        gam = 10\r\n        For k = 1 To InputDim + 1\r\n            W(k) = W(k) + gam\r\n            For i = 1 To DataSize\r\n                EstDif(i) = 0\r\n                For j = 1 To InputDim\r\n                    EstDif(i) = EstDif(i) + X(i, j) * W(j)\r\n                Next j\r\n                EstDif(i) = EstDif(i) + W(4)\r\n                EstDif(i) = 1 \/ (1 + Exp(-EstDif(i)))\r\n            Next i\r\n            EvalTemp = 0\r\n            For i = 1 To DataSize\r\n                EvalTemp = EvalTemp + Abs(Cells(2 + i, 5) - EstDif(i))\r\n            Next i\r\n            EvalTemp = EvalTemp \/ DataSize\r\n            Update(k) = EvalTemp - Eval\r\n            W(k) = W(k) - gam\r\n        Next k\r\n    \r\n        '\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u66f4\u65b0\uff08\u4eba\u5de5\u77e5\u80fd\u306e\u982d\u306e\u4e2d\u8eab\u3092\u5909\u66f4\uff09\r\n        For i = 1 To InputDim + 1\r\n            W(i) = W(i) - Update(i)\r\n            Cells(1 + i, 8) = W(i)\r\n        Next i\r\n    Next t\r\n    \r\nEnd Sub\r\n<\/pre>\n<p><b>\u30dc\u30bf\u30f32\u306e\u30b3\u30fc\u30c9:<\/b><\/p>\n<pre>\r\nPrivate Sub CommandButton2_Click()\r\n\r\n'\u5b66\u7fd2\u6e08\u307f\u4eba\u5de5\u77e5\u80fd\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u53d6\u5f97\r\na1 = Cells(2, 8)\r\na2 = Cells(3, 8)\r\na3 = Cells(4, 8)\r\na4 = Cells(5, 8)\r\n\r\n'\u4e88\u6e2c\u3057\u305f\u3044\u304a\u5e97\u3092\u53d6\u5f97\r\nxn1 = Cells(15, 3)\r\nxn2 = Cells(16, 3)\r\nxn3 = Cells(17, 3)\r\n\r\n'\u4e88\u6e2c\u7d50\u679c\u3092\u53d6\u5f97\r\ny = xn1 * a1 + xn2 * a2 + xn3 * a3 + a4\r\ny = 1 \/ (1 + Exp(-y))\r\n\r\n'\u4eba\u5de5\u77e5\u80fd\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u66f8\u304d\u8fbc\u307f\r\nCells(18, 3) = y\r\n\r\nEnd Sub\r\n<\/pre>\n<p><\/br><\/p>\n<h4 style=\"padding: 0.1em 0.3em; border-left: 10px solid #1E88E5; border-bottom: 3px solid #B0BEC5;\"> 3. \u554f\u984c\uff08\u304a\u3082\u3066\u9762\u306b\u66f8\u304f\uff09 <\/h4>\n<p><b>\u554f\u984c\u305d\u306e1:<\/b><br \/>\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u52c9\u5f37\u56de\u6570\u30925000\u56de\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u4eba\u5de5\u77e5\u80fd\u306f\u3001\u4ee5\u4e0b\u306e\u30d1\u30bf\u30fc\u30f3A\u301cF\u306e\u304a\u5e97\u306b\u5bfe\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u4e88\u6e2c\u7d50\u679c\u3092\u793a\u3059\u304b\u3001\u6570\u5b57\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li>\u30d1\u30bf\u30fc\u30f3A<\/li>\n<ul>\n<li>\u3059\u3054\u304f\u7dba\u9e97\u3060\u304c\u3001\u4fa1\u683c\u304c\u9ad8\u304f\u3001\u5473\u3082\u60aa\u3044\u304a\u5e97<\/li>\n<li>x1=0.7, x2=0.1, x3=0.1<\/li>\n<\/ul>\n<li>\u30d1\u30bf\u30fc\u30f3B<\/li>\n<ul>\n<li>\u6c5a\u3044\u3057\u3001\u4fa1\u683c\u3082\u9ad8\u3044\u304c\u3001\u5473\u304c\u826f\u3044\u304a\u5e97<\/li>\n<li>x1=0.1, x2=0.1, x3=0.7<\/li>\n<\/ul>\n<li>\u30d1\u30bf\u30fc\u30f3C<\/li>\n<ul>\n<li>\u6c5a\u3044\u304c\u3001\u4fa1\u683c\u306f\u5b89\u3044\u3002\u3057\u304b\u3057\u5473\u304c\u60aa\u3044\u304a\u5e97<\/li>\n<li>x1=0.1, x2=0.7, x3=0.1<\/li>\n<\/ul>\n<li>\u30d1\u30bf\u30fc\u30f3D<\/li>\n<ul>\n<li>\u7279\u306b\u7279\u5fb4\u304c\u306a\u3044\u5e73\u5747\u7684\u306a\u304a\u5e97<\/li>\n<li>x1=0.3, x2=0.3, x3=0.3<\/li>\n<\/ul>\n<li>\u30d1\u30bf\u30fc\u30f3E<\/li>\n<ul>\n<li>\u5168\u90e8\u30c0\u30e1\u306a\u304a\u5e97<\/li>\n<li>x1=0.1, x2=0.1, x3=0.1<\/li>\n<\/ul>\n<li>\u30d1\u30bf\u30fc\u30f3F<\/li>\n<ul>\n<li>\u3059\u3079\u3066\u5b8c\u74a7\u306a\u304a\u5e97<\/li>\n<li>x1=0.8, x2=0.8, x3=0.8<\/li>\n<\/ul>\n<\/ul>\n<p><b>\u554f\u984c\u305d\u306e2:<\/b><br \/>\n\u4eba\u5de5\u77e5\u80fd\u306e\u5b66\u7fd2\u56de\u6570\u3092\u300110\u56de\u306b\u3057\u3066\u3001\u307e\u3063\u305f\u304f\u540c\u3058\u4f5c\u696d\u3092\u3084\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><b>\u554f\u984c\u305d\u306e3:<\/b><br \/>\n\u5b66\u7fd2\u56de\u65705000\u56de\u306810\u56de\u306e\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u3066\u3001\u5b66\u7fd2\u56de\u6570\u304c\u5c11\u306a\u3044\u4eba\u5de5\u77e5\u80fd\u306e\u554f\u984c\u70b9\u3092\u7c21\u6f54\u306b\u8a18\u8f09\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><b>\u554f\u984c\u305d\u306e4:<\/b><br \/>\n5000\u56de\u5b66\u7fd2\u3057\u305f\u4eba\u5de5\u77e5\u80fd\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u9806\u756a\u3067\u304a\u5e97\u304c\u7e41\u76db\u3059\u308b\u3068\u4e88\u6e2c\u3059\u308b\u3067\u3057\u3087\u3046\u304b\u3002\u305d\u306e\u9806\u756a\u3092\u8a18\u8f09\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f8b: AFDECB<\/p>\n<p><b>\u3053\u3053\u307e\u3067\u89e3\u3051\u305f\u3089\u3001\u63d0\u51fa\u3057\u3066\u5e30\u3063\u3066\u3044\u3044\u3067\u3059\u3002<\/b><br \/>\n\u4ee5\u4e0b\u306e\u554f\u984c\u306f\u3001\u52a0\u70b9\u3057\u3066\u6b32\u3057\u3044\u4eba\u3060\u3051\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><\/br><\/p>\n<h4 style=\"padding: 0.1em 0.3em; border-left: 10px solid #1E88E5; border-bottom: 3px solid #B0BEC5;\"> 4. \u5fdc\u7528\u554f\u984c\uff08\u88cf\u9762\u306b\u66f8\u304f\uff09 <\/h4>\n<p><b>\u5fdc\u7528\u554f\u984c\u305d\u306e1:<\/b><\/p>\n<p>\u57fa\u790e\u554f\u984c\u306e\u65b9\u3067\u3001\u5b66\u7fd2\u304c\u5c11\u306a\u3044\u4eba\u5de5\u77e5\u80fd\u306e\u554f\u984c\u3092\u5c11\u3057\u8003\u3048\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u5b66\u7fd2\u3055\u305b\u307e\u304f\u308c\u3070\u826f\u3044\u3068\u3044\u3046\u308f\u3051\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u5b66\u7fd2\u3055\u305b\u3059\u304e\u305f\u4eba\u5de5\u77e5\u80fd\u306f\u3001<b>\u904e\u5b66\u7fd2<\/b>\u3068\u547c\u3070\u308c\u308b\u554f\u984c\u3092\u62b1\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u904e\u5b66\u7fd2\u306e\u610f\u5473\u3092\u8abf\u3079\u3066\u3001\u7c21\u6f54\u306b\u8a18\u8f09\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u5b66\u7fd2\u3055\u305b\u3059\u304e\u305f\u4eba\u5de5\u77e5\u80fd\u306f\u3001\u4eba\u9593\u3088\u308a\u3082\u982d\u304c\u826f\u304f\u306a\u308a\u3001\u4eba\u9593\u3092\u6392\u9664\u3057\u3060\u3059\u3068\u304b\u305d\u3046\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><b>\u5fdc\u7528\u554f\u984c\u305d\u306e2:<\/b><\/p>\n<p>\u3044\u307e\u3001\u3042\u306a\u305f\u306f\u304a\u5e97\u3092\u4f5c\u308d\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u6599\u7406\u304c\u3042\u307e\u308a\u3046\u307e\u304f\u306a\u3044\u306e\u3067\u3001\u300cx3: \u5473\u300d\u306b\u5bfe\u30570.3\u3088\u308a\u5927\u304d\u3044\u5024\u3092\u3044\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u307e\u3063\u305f\u304f\u6383\u9664\u3092\u3057\u306a\u3044\u3068\u3044\u3046\u306e\u306f\u8a31\u305b\u306a\u3044\u306e\u3067\u3001\u300cx2: \u7dba\u9e97\u3055\u300d\u306f0.2\u4ee5\u4e0a\u306b\u3059\u308b\u3053\u3068\u3092\u5fc3\u306e\u4e2d\u3067\u6c7a\u3081\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u5f53\u7136\u306a\u304c\u3089\u7e41\u76db\u3059\u308b\u304a\u5e97\uff08\u4eba\u5de5\u77e5\u80fd\u306e\u4e88\u6e2c\u304c0.8\u4ee5\u4e0a\uff09\u3092\u4f5c\u308a\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001<b>\u3067\u304d\u308b\u3060\u3051\u9811\u5f35\u3089\u305a\u306b\u76ee\u6a19\u3092\u9054\u6210\u3057\u305f\u3044<\/b>\u306e\u3067\u3001x1+x2+x3\u306e\u5408\u8a08\u5024\u306f\u9650\u308a\u306a\u304f\u5c11\u306a\u304f\u3057\u305f\u3044\u3067\u3059\u3002\u3053\u308c\u3092\u3059\u3079\u3066\u6e80\u305f\u3059x1, x2, x3\u306f\u3044\u304f\u3064\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u3053\u306e\u307e\u307e\u3060\u3068\u3054\u3061\u3083\u3054\u3061\u3083\u3057\u3066\u3044\u308b\u306e\u3067\u308f\u304b\u308a\u306b\u304f\u3044\u3067\u3059\u3002\u3053\u306e\u554f\u984c\u3092\u6574\u7406\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u524d\u63d0\u6761\u4ef6:<\/b><\/p>\n<ul>\n<li>\u4eba\u5de5\u77e5\u80fd\u306e\u5b66\u7fd2\u56de\u6570\u306f5000\u56de\u3068\u3057\u307e\u3059\u3002<\/li>\n<li>\u6559\u5e2b\u30c7\u30fc\u30bf\u306f\u5909\u66f4\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<p><b>\u5236\u7d04\u6761\u4ef6:<\/b><\/p>\n<ul>\n<li>\u300cx3: \u5473\u300d\u306f0.3\u3088\u308a\u5927\u304d\u306a\u5024\u306b\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<li>\u300cx2: \u7dba\u9e97\u3055\u300d\u306f0.2\u4ee5\u4e0a\u306b\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<\/li>\n<li>\u300c\u4eba\u5de5\u77e5\u80fd\u306e\u4e88\u6e2c: \u7e41\u76db\u300d\u306f0.8\u4ee5\u4e0a\u3067\u306a\u304f\u3066\u306f\u306a\u308a\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<p><b>\u554f\u984c:<\/b><\/p>\n<ul>\n<li>\u300c\u3059\u3079\u3066\u306e\u5236\u7d04\u6761\u4ef6\u3092\u9055\u53cd\u3057\u306a\u3044\u300d\u304b\u3064\u300cx1+x2+x3\u300d\u304c\u6700\u5c0f\u3068\u306a\u308b\u300cx1, x2, x3\u300d\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6c42\u3081\u3088\u3002<\/li>\n<\/ul>\n<p><b>\u7d19\u306b\u66f8\u304f\u3053\u3068:<\/b><\/p>\n<ul>\n<li>\u81ea\u5206\u3067\u63a2\u3057\u305fx1, x2, x3\u306e\u5024\uff08\u5236\u7d04\u9055\u53cd\u306f\u30a2\u30a6\u30c8\uff01\uff09<\/li>\n<li>\u305d\u306e\u3068\u304d\u306e\u4eba\u5de5\u77e5\u80fd\u306e\u4e88\u6e2c\u7d50\u679c\uff08\u5236\u7d04\u9055\u53cd\u306f\u30a2\u30a6\u30c8\uff01\uff09<\/li>\n<li>x1, x2, x3\u3092\u3059\u3079\u3066\u8db3\u3057\u305f\u5024\uff08\u3053\u308c\u304c\u5c0f\u3055\u3051\u308c\u3070\u5c0f\u3055\u3044\u307b\u3069\u826f\u3044\uff09<\/li>\n<\/ul>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u300c\u6700\u9069\u89e3\u300d\u3092\u66d6\u6627\u3055\u304c\u4f34\u308f\u306a\u3044\u3088\u3046\u306b\u5b9a\u7fa9\u3065\u3051\u305f\u308a\u3001\u305d\u306e\u89e3\u3092\u53b3\u5bc6\u306b\u6c42\u3081\u308b\u5b66\u8853\u5206\u91ce\u3092\u3001\u300c\u6570\u7406\u6700\u9069\u5316\u3001\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u30ba\u30fb\u30ea\u30b5\u30fc\u30c1\u300d\u306a\u3069\u3068\u8a00\u3044\u307e\u3059\u3002\u8208\u5473\u304c\u3042\u308b\u4eba\u306f\u8abf\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>0. \u306f\u3058\u3081\u306b \u524d\u56de\u3001\u4ee5\u4e0b\u306e\u69cb\u6210\u3092\u6301\u3064\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002 \u5165\u529b: x1:\u7dba\u9e97\u3055\u3001x2:\u4fa1\u683c\u5e2f\u3001x3:\u5473 \u51fa\u529b: \u7e41\u76db\u3057\u306a\u3044 \u301c \u7e41\u76db\u3059\u308b \u7bc4\u56f2: \u6700\u5c110 \u301c \u6700\u59271 0\u306b\u8fd1\u3044\u307b\u3069\u60aa\u304f\u30011\u306b\u8fd1\u3044\u307b\u3069\u826f\u3044<\/p><\/div>\n<div class=\"blog-btn\"><a href=\"http:\/\/int-info.com\/index.php\/wd06\/\" class=\"home-blog-btn\">\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1130","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/pages\/1130","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/comments?post=1130"}],"version-history":[{"count":26,"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/pages\/1130\/revisions"}],"predecessor-version":[{"id":1161,"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/pages\/1130\/revisions\/1161"}],"wp:attachment":[{"href":"http:\/\/int-info.com\/index.php\/wp-json\/wp\/v2\/media?parent=1130"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}