{"id":83,"date":"2023-08-30T19:34:18","date_gmt":"2023-08-30T10:34:18","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/principal-component-analysis-in-r-and-spss\/"},"modified":"2024-08-29T20:51:10","modified_gmt":"2024-08-29T11:51:10","slug":"principal-component-analysis-in-r-and-spss","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/principal-component-analysis-in-r-and-spss\/","title":{"rendered":"R \u3068 SPSS \u306e\u4e3b\u6210\u5206\u5206\u6790\u306b\u304a\u3051\u308b\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u306b\u3064\u3044\u3066"},"content":{"rendered":"\n<p>\u4e3b\u6210\u5206\u5206\u6790 SPSS \u3068 R \u306e\u6bd4\u8f03\u3092\u3057\u3066\u307f\u308b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5206\u6790\u3067\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3092\u8a08\u7b97\u3059\u308b\">\u4e3b\u6210\u5206\u5206\u6790\u3067\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3092\u8a08\u7b97\u3059\u308b<\/h2>\n\n\n\n<p>R \u306f\u3001psych \u30d1\u30c3\u30b1\u30fc\u30b8\u306e principal \u3092\u4f7f\u7528\u3059\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u3001psych \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><span class=\"synIdentifier\">install.packages<\/span><span class=\"synSpecial\">(<\/span><span class=\"synConstant\">\"psych\"<\/span><span class=\"synSpecial\">)<\/span>\n<\/pre>\n\n\n\n<p>psych \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u547c\u3073\u51fa\u3057\u3066\u3001principal \u3092\u7528\u3044\u3066\u4e3b\u6210\u5206\u5206\u6790\u3092\u884c\u3046<\/p>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306f\u3001\u4f53\u529b\u6e2c\u5b9a\u306b\u95a2\u3059\u308b 10 \u5909\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>psych<span class=\"synSpecial\">)<\/span>\npc <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">principal<\/span><span class=\"synSpecial\">(<\/span>tairyoku<span class=\"synSpecial\">,<\/span> nfactor<span class=\"synStatement\">=<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">,<\/span> rotate<span class=\"synStatement\">=<\/span><span class=\"synConstant\">\"none\"<\/span><span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">print<\/span><span class=\"synSpecial\">(<\/span>pc<span class=\"synSpecial\">,<\/span> digits<span class=\"synStatement\">=<\/span><span class=\"synConstant\">3<\/span><span class=\"synSpecial\">)<\/span>\n<\/pre>\n\n\n\n<p>4 \u4e3b\u6210\u5206\u3092\u62bd\u51fa\u3057\u3001\u56de\u8ee2\u306f\u306a\u3057\u3001\u7d50\u679c\u306f\u5c0f\u6570\u70b9\u4ee5\u4e0b 3 \u6841\u3067\u51fa\u529b\u3059\u308b\u3053\u3068\u3068\u3059\u308b\u3068\u3001\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3068\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"782\" height=\"347\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170740.png\" alt=\"\" class=\"wp-image-946\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170740.png 782w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170740-300x133.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170740-768x341.png 768w\" sizes=\"(max-width: 782px) 100vw, 782px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u9ec4\u8272\u30cf\u30a4\u30e9\u30a4\u30c8\u90e8\u5206\u304c\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u3067\u3042\u308b<\/p>\n\n\n\n<p>SPSS \u3067\u89e3\u6790\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u540c\u69d8\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"432\" height=\"314\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170558.png\" alt=\"\" class=\"wp-image-947\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170558.png 432w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170558-300x218.png 300w\" sizes=\"(max-width: 432px) 100vw, 432px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\">\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b<\/h2>\n\n\n\n<p>R \u3067\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">A <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">unclass<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">loadings<\/span><span class=\"synSpecial\">(<\/span>pc<span class=\"synSpecial\">))<\/span>\nW <span class=\"synStatement\">&lt;-<\/span> A<span class=\"synStatement\">%*%<\/span><span class=\"synIdentifier\">solve<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">t<\/span><span class=\"synSpecial\">(<\/span>A<span class=\"synSpecial\">)<\/span><span class=\"synStatement\">%*%<\/span>A<span class=\"synSpecial\">)<\/span> <span class=\"synComment\"># \u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217<\/span>\n<\/pre>\n\n\n\n<p>\u4e3b\u6210\u5206\u8ca0\u8377\u91cf\u884c\u5217\u306b\u3001\u8ee2\u7f6e\u3057\u305f\u884c\u5217\u3092\u5de6\u304b\u3089\u304b\u3051\u305f\u884c\u5217\u306e\u9006\u884c\u5217\u3092\u3001\u3082\u3068\u306e\u884c\u5217\u306b\u53f3\u304b\u3089\u304b\u3051\u308b\u3068\u8a08\u7b97\u3067\u304d\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"794\" height=\"271\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170436.png\" alt=\"\" class=\"wp-image-948\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170436.png 794w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170436-300x102.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170436-768x262.png 768w\" sizes=\"(max-width: 794px) 100vw, 794px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>SPSS \u3067\u51fa\u529b\u3055\u305b\u305f\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"432\" height=\"307\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170455.png\" alt=\"\" class=\"wp-image-949\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170455.png 432w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170455-300x213.png 300w\" sizes=\"(max-width: 432px) 100vw, 432px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<div id=\"biost-1317605098\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\" id=\"\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u4f7f\u3063\u305f\u4e3b\u6210\u5206\u5f97\u70b9\u306e\u8a08\u7b97\">\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u4f7f\u3063\u305f\u4e3b\u6210\u5206\u5f97\u70b9\u306e\u8a08\u7b97<\/h2>\n\n\n\n<p>R \u3067\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u4f7f\u3063\u3066\u4e3b\u6210\u5206\u5f97\u70b9\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Z <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">as.matrix<\/span><span class=\"synSpecial\">(<\/span>tairyoku_scaled<span class=\"synSpecial\">)<\/span> <span class=\"synComment\"># \u5404\u5909\u6570\u3092\u6a19\u6e96\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u884c\u5217\u3068\u3057\u3066\u6271\u3046<\/span>\nscore <span class=\"synStatement\">&lt;-<\/span> Z<span class=\"synStatement\">%*%<\/span>W\n<span class=\"synIdentifier\">head<\/span><span class=\"synSpecial\">(<\/span>score<span class=\"synSpecial\">)<\/span>\n<\/pre>\n\n\n\n<p>\u5404\u5909\u6570\u3092\u6a19\u6e96\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u3066\u884c\u5217\u5316\u3059\u308b<\/p>\n\n\n\n<p>\u6a19\u6e96\u5316\u5909\u6570\u884c\u5217\u3092\u3001\u5148\u307b\u3069\u8a08\u7b97\u3057\u305f\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u306b\u5de6\u304b\u3089\u304b\u3051\u308b<\/p>\n\n\n\n<p>\u3059\u308b\u3068\u3001\u4e3b\u6210\u5206\u5f97\u70b9\u304c\u8a08\u7b97\u3067\u304d\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"568\" height=\"199\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170123.png\" alt=\"\" class=\"wp-image-950\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170123.png 568w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170123-300x105.png 300w\" sizes=\"(max-width: 568px) 100vw, 568px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>SPSS \u3067\u4e3b\u6210\u5206\u5f97\u70b9\u3092\u8a08\u7b97\u3055\u305b\u305f\u7d50\u679c\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<p>\u5148\u982d 6 \u884c\u304c\u5b8c\u5168\u4e00\u81f4\u3057\u3066\u3044\u308b\u69d8\u5b50\u3092\u793a\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"413\" height=\"161\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170149.png\" alt=\"\" class=\"wp-image-951\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170149.png 413w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810170149-300x117.png 300w\" sizes=\"(max-width: 413px) 100vw, 413px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u4e3b\u6210\u5206\u5f97\u70b9\u306e\u7279\u5fb4\u306f\u3001\u5e73\u5747 0\u3001\u6a19\u6e96\u504f\u5dee 1 \uff08\u5206\u6563 1\uff09\u306b\u6a19\u6e96\u5316\u3055\u308c\u3066\u3044\u308b\u3053\u3068<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><span class=\"synIdentifier\">summary<\/span><span class=\"synSpecial\">(<\/span>score<span class=\"synSpecial\">)<\/span>\n<span class=\"synStatement\">for<\/span> <span class=\"synSpecial\">(<\/span>i <span class=\"synStatement\">in<\/span> <span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">4<\/span><span class=\"synSpecial\">)<\/span> <span class=\"synSpecial\">{<\/span>\nsd.i <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">sd<\/span><span class=\"synSpecial\">(<\/span>score<span class=\"synSpecial\">[,<\/span>i<span class=\"synSpecial\">])<\/span>\n<span class=\"synIdentifier\">print<\/span><span class=\"synSpecial\">(<\/span>sd.i<span class=\"synSpecial\">)<\/span>\n<span class=\"synSpecial\">}<\/span>\n<\/pre>\n\n\n\n<p>R \u306e\u7d50\u679c\u3067\u30014 \u3064\u306e\u4e3b\u6210\u5206\u5f97\u70b9\u306e\u5e73\u5747\u5024\u304c 0 \u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"817\" height=\"185\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173011.png\" alt=\"\" class=\"wp-image-952\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173011.png 817w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173011-300x68.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173011-768x174.png 768w\" sizes=\"(max-width: 817px) 100vw, 817px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u6a19\u6e96\u504f\u5dee\u3082\u3059\u3079\u3066 1 \u3067\u3042\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"316\" height=\"184\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173048.png\" alt=\"\" class=\"wp-image-953\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173048.png 316w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173048-300x175.png 300w\" sizes=\"(max-width: 316px) 100vw, 316px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>SPSS \u306e\u8a18\u8ff0\u7d71\u8a08\u3067\u78ba\u8a8d\u3057\u3066\u3082\u30014 \u3064\u306e\u4e3b\u6210\u5206\u5f97\u70b9\u3001\u3059\u3079\u3066\u304c\u5e73\u5747 0\u3001\u6a19\u6e96\u504f\u5dee 1 \u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"529\" height=\"217\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173203.png\" alt=\"\" class=\"wp-image-954\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173203.png 529w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/08\/20230810173203-300x123.png 300w\" sizes=\"(max-width: 529px) 100vw, 529px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001R \u306e psych \u30d1\u30c3\u30b1\u30fc\u30b8\u306e principal \u95a2\u6570\u3092\u4f7f\u3046\u3068\u3001SPSS \u3068\u540c\u3058\u8a08\u7b97\u304c\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>R \u3068 SPSS \u306e\u4e3b\u6210\u5206\u5206\u6790\u304c\u540c\u3058\u8a08\u7b97\u3092\u3057\u3066\u3044\u3066\u3001R \u3067\u4e3b\u6210\u5206\u5f97\u70b9\u4fc2\u6570\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u3068\u3001SPSS \u306e\u51fa\u529b\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u308b<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u4e3b\u6210\u5206\u5f97\u70b9\u3082\u4e00\u81f4\u3057\u3066\u3001\u6a19\u6e96\u5316\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53c2\u8003\u30b5\u30a4\u30c8\">\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n\n\n\n<p><a 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