{"id":313,"date":"2023-08-02T15:23:14","date_gmt":"2023-08-02T15:23:14","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e5%a4%9a%e9%a0%85%e5%bc%8f%e5%9b%9e%e5%b8%b0-1\/"},"modified":"2023-08-02T15:23:14","modified_gmt":"2023-08-02T15:23:14","slug":"%e5%a4%9a%e9%a0%85%e5%bc%8f%e5%9b%9e%e5%b8%b0-1","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e5%a4%9a%e9%a0%85%e5%bc%8f%e5%9b%9e%e5%b8%b0-1\/","title":{"rendered":"\u591a\u9805\u5f0f\u56de\u5e30"},"content":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7d71\u8a08\u306b\u304a\u3051\u308b\u591a\u9805\u5f0f\u56de\u5e30\u3068\u306f\u4f55\u304b\u3001\u304a\u3088\u3073\u305d\u308c\u304c\u3069\u306e\u3088\u3046\u306b\u5b9f\u884c\u3055\u308c\u308b\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u591a\u9805\u5f0f\u56de\u5e30\u304c\u5b9f\u884c\u3055\u308c\u308b\u4f8b\u3082\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-regresion-polinomial\"><\/span>\u591a\u9805\u5f0f\u56de\u5e30\u3068\u306f\u4f55\u3067\u3059\u304b?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u591a\u9805\u5f0f\u56de\u5e30<\/strong>\u3001\u307e\u305f\u306f<strong>\u591a\u9805\u5f0f\u56de\u5e30 \u306f<\/strong>\u3001\u72ec\u7acb\u5909\u6570 X \u3068\u5f93\u5c5e\u5909\u6570 Y \u306e\u9593\u306e\u95a2\u4fc2\u304c\u591a\u9805\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u5316\u3055\u308c\u308b\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u30012 \u6b21\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u7a0b\u5f0f\u306f\u3001y=\u03b2 <sub>0<\/sub> +\u03b2 <sub>1<\/sub> x+\u03b2 <sub>2<\/sub> x <sup>2<\/sup> +\u03b5 \u3067\u3059\u3002<\/p>\n<p>\u591a\u9805\u5f0f\u56de\u5e30\u306f\u3001\u30b0\u30e9\u30d5\u304c\u591a\u9805\u5f0f\u66f2\u7dda\u3067\u3042\u308b\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u3092\u8fd1\u4f3c\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30c7\u30fc\u30bf \u30b5\u30f3\u30d7\u30eb\u306e\u30c9\u30c3\u30c8 \u30d7\u30ed\u30c3\u30c8\u304c\u653e\u7269\u7dda\u306e\u5f62\u72b6\u3092\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3088\u308a\u3082\u4e8c\u6b21\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u304c\u9069\u5207\u3067\u3059\u3002\u3053\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u7a0b\u5f0f\u304c\u30c7\u30fc\u30bf \u30b5\u30f3\u30d7\u30eb\u306b\u3088\u308a\u3088\u304f\u9069\u5408\u3057\u307e\u3059\u3002<\/p>\n<p>\u591a\u9805\u5f0f\u56de\u5e30\u306f\u3001\u6307\u6570\u56de\u5e30\u3084\u5bfe\u6570\u56de\u5e30\u3068\u540c\u69d8\u3001\u975e\u7dda\u5f62\u56de\u5e30\u306e\u4e00\u7a2e\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"formula-de-la-regresion-polinomial\"><\/span>\u591a\u9805\u5f0f\u56de\u5e30\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u7a0b\u5f0f\u306f\u3001y=\u03b2 <sub>0<\/sub> +\u03b2 <sub>1<\/sub> x+\u03b2 <sub>2<\/sub> x <sup>2<\/sup> +\u03b2 <sub>3<\/sub> x <sup>3<\/sup> \u2026+\u03b2 <sub>m<\/sub> x <sup>m<\/sup> +\u03b5 \u3067\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-9d195b19a3d6f10a8eb73b13cd90420c_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"y=\\beta_0+\\beta_1 x+\\beta_2 x^2+\\beta_3 x^3+\\dots+\\beta_m x^m+\\varepsilon\" title=\"Rendered by QuickLaTeX.com\" height=\"19\" width=\"354\" style=\"vertical-align: -4px;\"><\/p>\n<\/p>\n<p style=\"margin-bottom:5px\">\u91d1\uff1a<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-38461fc041e953482219abf5d4cce1cb_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"y\" title=\"Rendered by QuickLaTeX.com\" height=\"12\" width=\"9\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u306f\u5f93\u5c5e\u5909\u6570\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7e5fbfa0bbbd9f3051cd156a0f1b5e31_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"x\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"10\" style=\"vertical-align: 0px;\"><\/p>\n<p>\u306f\u72ec\u7acb\u5909\u6570\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c5ba513cc7e504bc674f76afa70a3442_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_0\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"17\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u306f\u591a\u9805\u5f0f\u56de\u5e30\u5f0f\u306e\u5b9a\u6570\u3067\u3059\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-ff540c55c6ee8f10a1dab8e2422947ab_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\beta_i\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"15\" style=\"vertical-align: -4px;\"><\/p>\n<p>\u5909\u6570\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u305f\u56de\u5e30\u4fc2\u6570\u3067\u3059<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-c6fd71de48bfaa9a0e22d2d633ca6796_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"x^i\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"15\" style=\"vertical-align: 0px;\"><\/p>\n<p>\u3002<\/li>\n<li style=\"margin-bottom:5px\">\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-29b8f7fac5f2df4b101dff63e95516c5_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\bm{\\varepsilon}\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"8\" style=\"vertical-align: 0px;\"><\/p>\n<p>\u3053\u308c\u306f\u8aa4\u5dee\u307e\u305f\u306f\u6b8b\u5dee\u3001\u3064\u307e\u308a\u89b3\u6e2c\u5024\u3068\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u63a8\u5b9a\u3055\u308c\u305f\u5024\u306e\u5dee\u3067\u3059\u3002<\/li>\n<\/ul>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u5408\u8a08\u304c\u542b\u307e\u308c\u308b\u30b5\u30f3\u30d7\u30eb\u304c\u3042\u308b\u5834\u5408\u3001<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-ec4217f4fa5fcd92a9edceba0e708cf7_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"n\" title=\"Rendered by QuickLaTeX.com\" height=\"8\" width=\"11\" style=\"vertical-align: 0px;\"><\/p>\n<p>\u89b3\u5bdf\u7d50\u679c\u3092\u57fa\u306b\u3001\u884c\u5217\u5f62\u5f0f\u306e\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u63d0\u6848\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-f29ae985155878617f11afa5f37addef_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\begin{pmatrix}y_1\\\\y_2\\\\y_3\\\\\\vdots\\\\y_n\\end{pmatrix}=\\begin{pmatrix}1&amp;x_1&amp;x_1^2&amp;\\dots&amp;x_1^m\\\\1&amp;x_2&amp;x_2^2&amp;\\dots&amp;x_2^m\\\\1&amp;x_3&amp;x_3^2&amp;\\dots&amp;x_3^m\\\\ \\vdots&amp;\\vdots&amp;\\ddots&amp;\\vdots\\\\1&amp;x_{n}&amp;x_n^2&amp;\\dots&amp;x_n^m\\end{pmatrix}\\cdot\\begin{pmatrix}\\beta_0\\\\\\beta_1\\\\\\beta_2\\\\\\vdots\\\\\\beta_m\\end{pmatrix}+\\begin{pmatrix}\\varepsilon_1\\\\\\varepsilon_2\\\\\\varepsilon_3\\\\\\vdots\\\\\\varepsilon_n\\end{pmatrix}\" title=\"Rendered by QuickLaTeX.com\" height=\"118\" width=\"391\" style=\"vertical-align: -54px;\"><\/p>\n<\/p>\n<p>\u4e0a\u8a18\u306e\u884c\u5217\u5f0f\u306f\u3001\u5404\u884c\u5217\u306b\u6587\u5b57\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u3067\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-7614ddbb78ced2e2b8b6c7642d9969c3_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"Y=X\\beta+\\varepsilon\" title=\"Rendered by QuickLaTeX.com\" height=\"17\" width=\"95\" style=\"vertical-align: -4px;\"><\/p>\n<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001<a href=\"https:\/\/statorials.org\/ja\/\u6700\u5c0f\u4e8c\u4e57\/\">\u6700\u5c0f\u4e8c\u4e57\u57fa\u6e96<\/a>\u3092\u9069\u7528\u3059\u308b\u3068\u3001<strong>\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4fc2\u6570\u3092\u63a8\u5b9a\u3059\u308b\u305f\u3081\u306e\u5f0f<\/strong>\u306b\u5230\u9054\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-b6ef097cee722e7355fa4eb77b7ea3e5_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"\\widehat{\\beta}=\\left(X^tX\\right)^{-1}X^tY\" title=\"Rendered by QuickLaTeX.com\" height=\"26\" width=\"146\" style=\"vertical-align: -7px;\"><\/p>\n<\/p>\n<p>\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306e\u8a08\u7b97\u3092\u624b\u4f5c\u696d\u3067\u884c\u3046\u306e\u306f\u975e\u5e38\u306b\u9762\u5012\u3067\u6642\u9593\u304c\u304b\u304b\u308b\u305f\u3081\u3001\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u3088\u308a\u9ad8\u901f\u306b\u5b9f\u884c\u3067\u304d\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 (Minitab \u3084 Excel \u306a\u3069) \u3092\u4f7f\u7528\u3059\u308b\u65b9\u304c\u4fbf\u5229\u3067\u3059\u3002 <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ejemplo-de-un-modelo-de-regresion-polinomial\"><\/span>\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u591a\u9805\u5f0f\u56de\u5e30\u306e\u5b9a\u7fa9\u3068\u305d\u306e\u5b9f\u884c\u65b9\u6cd5\u304c\u308f\u304b\u3063\u305f\u306e\u3067\u3001\u6982\u5ff5\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u5b9f\u969b\u306e\u4f8b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u3001\u30c7\u30fc\u30bf \u30b0\u30e9\u30d5\u304c\u591a\u9805\u5f0f\u66f2\u7dda\u306e\u5f62\u72b6\u3092\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u7559\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30c9\u30c3\u30c8\u30d7\u30ed\u30c3\u30c8\u304c 3 \u6b21\u66f2\u7dda\u306e\u5f62\u5f0f\u3067\u3042\u308b\u5834\u5408\u30013 \u6b21\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u6b21\u306e\u753b\u50cf\u306b\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3001\u72ec\u7acb\u5909\u6570\u306e\u5024\u304c\u5897\u52a0\u3059\u308b\u3068\u5f93\u5c5e\u5909\u6570\u306e\u5897\u52a0\u304c\u901f\u304f\u306a\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u30c9\u30c3\u30c8 \u30d7\u30ed\u30c3\u30c8\u306f\u4e8c\u6b21\u5f62\u72b6\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u304c\u5b9f\u884c\u3055\u308c\u307e\u3057\u305f\u304c\u3001\u898b\u3066\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u7dda\u304c\u3059\u3079\u3066\u306e\u70b9\u306e\u4e0b\u306b\u3042\u308b\u30bb\u30af\u30b7\u30e7\u30f3\u3068\u7dda\u304c\u3059\u3079\u3066\u306e\u70b9\u306e\u4e0a\u306b\u3042\u308b\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u3042\u308b\u305f\u3081\u3001\u70b9\u304c\u3046\u307e\u304f\u9069\u5408\u3057\u307e\u305b\u3093\u3002 <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rpol-faux.png\" alt=\"\" class=\"wp-image-6823\" width=\"424\" height=\"289\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p>\u4e00\u65b9\u30012\u6b21\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u753b\u50cf\u3067\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u30b5\u30f3\u30d7\u30eb \u30c7\u30fc\u30bf\u306b\u3088\u308a\u3088\u304f\u9069\u5408\u3057\u307e\u3059\u3002 <\/p>\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/exemple-de-regression-polynomiale.png\" alt=\"\u591a\u9805\u5f0f\u56de\u5e30\u306e\u4f8b\" class=\"wp-image-6824\" width=\"432\" height=\"293\" srcset=\"\" sizes=\"auto, \"><\/figure>\n<p>\u3055\u3089\u306b\u3001\u591a\u9805\u5f0f\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u6c7a\u5b9a\u4fc2\u6570\u304c 86.80% \u304b\u3089 94.05% 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class=\"ez-toc-section\" id=\"otros-tipos-de-regresion-no-lineal\"><\/span>\u4ed6\u306e\u30bf\u30a4\u30d7\u306e\u975e\u7dda\u5f62\u56de\u5e30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u975e\u7dda\u5f62\u56de\u5e30\u306b\u306f\u4e3b\u306b 3 \u3064\u306e\u30bf\u30a4\u30d7\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"><span style=\"color:#101010;font-weight: normal;\"><strong>\u591a\u9805\u5f0f\u56de\u5e30<\/strong>\u2013 \u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u7a0b\u5f0f\u306f\u591a\u9805\u5f0f\u306e\u5f62\u5f0f\u3067\u3059\u3002<\/span><\/li>\n<li style=\"margin-bottom:16px\"><span style=\"color:#101010;font-weight: normal;\"><strong>\u5bfe\u6570\u56de\u5e30<\/strong>: \u72ec\u7acb\u5909\u6570\u306e\u5bfe\u6570\u304c\u53d6\u5f97\u3055\u308c\u307e\u3059\u3002<\/span><\/li>\n<li style=\"margin-bottom:16px\"><span style=\"color:#101010;font-weight: normal;\"><strong>\u6307\u6570\u56de\u5e30<\/strong>: \u72ec\u7acb\u5909\u6570\u306f\u65b9\u7a0b\u5f0f\u306e\u6307\u6570\u3067\u898b\u3064\u304b\u308a\u307e\u3059\u3002<\/span> <\/li>\n<\/ul>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span><strong>\u53c2\u7167:<\/strong><a href=\"https:\/\/statorials.org\/ja\/\u5bfe\u6570\u56de\u5e30\/\">\u5bfe\u6570\u56de\u5e30<\/a><br \/><span style=\"color:#ff951b\">\u27a4<\/span><strong>\u53c2\u7167:<\/strong><a href=\"https:\/\/statorials.org\/ja\/\u6307\u6570\u56de\u5e30\/\">\u6307\u6570\u56de\u5e30<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7d71\u8a08\u306b\u304a\u3051\u308b\u591a\u9805\u5f0f\u56de\u5e30\u3068\u306f\u4f55\u304b\u3001\u304a\u3088\u3073\u305d\u308c\u304c\u3069\u306e\u3088\u3046\u306b\u5b9f\u884c\u3055\u308c\u308b\u304b\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u591a\u9805\u5f0f\u56de\u5e30\u304c\u5b9f\u884c\u3055\u308c\u308b\u4f8b\u3082\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002 \u591a\u9805\u5f0f\u56de\u5e30\u3068\u306f\u4f55\u3067\u3059\u304b? \u591a\u9805\u5f0f\u56de\u5e30\u3001\u307e\u305f\u306f\u591a\u9805\u5f0f\u56de\u5e30 \u306f\u3001\u72ec\u7acb\u5909\u6570  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