{"id":1857,"date":"2022-02-08T13:45:01","date_gmt":"2022-02-08T04:45:01","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=1857"},"modified":"2022-02-08T13:45:01","modified_gmt":"2022-02-08T04:45:01","slug":"%e3%80%90%e6%99%82%e7%b3%bb%e5%88%97%e5%88%86%e6%9e%90%e3%80%91%e6%99%82%e7%b3%bb%e5%88%97%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%81%a8%e3%81%af%ef%bc%9f%e5%88%9d%e5%bf%83%e8%80%85%e5%90%91","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=1857","title":{"rendered":"\u3010\u6642\u7cfb\u5217\u5206\u6790\u3011\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f\uff1f\u521d\u5fc3\u8005\u5411\u3051\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <span><\/span>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-0\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-1\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-2\">\u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5<\/a>      <\/li>      <li>        <a href=\"#i-3\">AR\u30e2\u30c7\u30eb<\/a>      <\/li>      <li>        <a href=\"#i-4\">MA\u30e2\u30c7\u30eb<\/a>      <\/li>      <li>        <a href=\"#i-5\">ARMA\u30e2\u30c7\u30eb<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-6\">ARIMA\u30e2\u30c7\u30eb<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f<\/h2>\n\n\n\n<p>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f\u3001\u6642\u9593\u306e\u5909\u5316\u306b\u6ce8\u76ee\u3057\u305f\u30c7\u30fc\u30bf\u306e\u3053\u3068\u3067\u3059\u3002\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u4f8b\u3068\u3057\u3066\u3001\u682a\u4fa1\u304c\u4e0a\u304c\u3063\u3066\u3044\u308b\u304b\u4e0b\u304c\u3063\u3066\u3044\u308b\u304b\u3068\u3044\u3063\u305f\u6642\u9593\u7684\u306a\u5909\u52d5\u3092\u6301\u3064\u91d1\u878d\u30c7\u30fc\u30bf\u3084\u3001\u6c17\u6e29\u3084\u96e8\u91cf\u3068\u3044\u3063\u305f\u6c17\u8c61\u30c7\u30fc\u30bf\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f<\/h2>\n\n\n\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306a\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u304b\u3089\u6642\u9593\u7684\u306b\u3069\u3046\u5909\u5316\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u89e3\u6790\u3057\u3001\u305d\u306e\u7d50\u679c\u304b\u3089\u5c06\u6765\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3059\u308b\u306e\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u3092<meta charset=\"utf-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\uff08\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u89e3\u6790\uff09\u3068\u3044\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">\u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5<\/h2>\n\n\n\n<p><meta charset=\"utf-8\">\u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5\u306b\u306f\u3001AR\u30e2\u30c7\u30eb\u3001MA\u30e2\u30c7\u30eb\u3001ARMA\u30e2\u30c7\u30eb\u3001<strong>ARIMA<\/strong>\u30e2\u30c7\u30eb\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python\u3067\u306f\u3001\u4e0a\u8a18\u30e2\u30c7\u30eb\u3092<a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/www.statsmodels.org\/stable\/index.html\" target=\"_blank\">StatsModels<\/a>\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">AR\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>AR\uff08AutoRegressive : \u81ea\u5df1\u56de\u5e30\uff09\u30e2\u30c7\u30eb\u306f\u3001\u3042\u308b\u6642\u523bt\u306e\u30c7\u30fc\u30bf\u3092\u3001\u904e\u53bb\u306e\u6642\u523bt-k\u306e\u30c7\u30fc\u30bf\uff08\u904e\u53bb\u306e\u81ea\u5206\u306e\u30c7\u30fc\u30bf\uff09\u3092\u8aac\u660e\u5909\u6570\u3068\u3057\u3066\u7528\u3044\u3066\u56de\u5e30\u3059\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">MA\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>MA\uff08moving average : \u79fb\u52d5\u5e73\u5747\uff09\u30e2\u30c7\u30eb\u306f\u3001\u3042\u308b\u6642\u523b\u306e\u30c7\u30fc\u30bf\u304c\u3001\u904e\u53bb\u306e\u6642\u523b\u3067\u306e\u8aa4\u5dee\u9805\u3092\u7528\u3044\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\">ARMA\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>MA\uff08Autoregressive integrated moving average\u3001\u81ea\u5df1\u56de\u5e30\u548c\u5206\u79fb\u52d5\u5e73\u5747\uff09\u30e2\u30c7\u30eb\u3068\u306f\u3001AR\uff08Auto Regressive\/\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\uff09\u30e2\u30c7\u30eb\u3068MA(Moving Average\/\u79fb\u52d5\u5e73\u5747\u30e2\u30c7\u30eb\uff09\u30e2\u30c7\u30eb\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3042\u308b\u6642\u70b9\u306e\u51fa\u529b\u304c\u3001\u904e\u53bb\u306e\u51fa\u529b\u3068\u3001\u73fe\u5728\u304a\u3088\u3073\u904e\u53bb\u306e\u5165\u529b\u306b\u5bfe\u3059\u308b\u548c\u3067\u8868\u73fe\u3055\u308c\u308b\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">ARIMA\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<p>ARIMA\uff08Autoregressive Integrated and Moving Average:\u81ea\u5df1\u56de\u5e30\u548c\u5206\u79fb\u52d5\u5e73\u5747\uff09\u904e\u7a0b\u30e2\u30c7\u30eb\u3068\u306f\u3001\u3042\u308b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u4f55\u5ea6\u304b\u5dee\u5206\u3092\u53d6\u3063\u305f\u5f8c\u306b\u3001\u30c7\u30fc\u30bf\u304cARMA\u30e2\u30c7\u30eb\u3067\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"i-7\">\u304a\u308f\u308a\u306b<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<meta charset=\"utf-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f\u4f55\u304b\u3001<meta charset=\"utf-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f\u4f55\u304b\u3001\u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5\u306a\u3069\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><meta charset=\"utf-8\">\u6642\u7cfb\u5217\u5206\u6790\u3067\u306f\u3001AR\u30e2\u30c7\u30eb\u3001MA\u30e2\u30c7\u30eb\u3001ARMA\u30e2\u30c7\u30eb\u3001<strong>ARIMA<\/strong>\u30e2\u30c7\u30eb\u306a\u3069\u304c\u3042\u308a\u3001Python\u3067\u306f\u3001\u4e0a\u8a18\u30e2\u30c7\u30eb\u3092<a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/www.statsmodels.org\/stable\/index.html\" target=\"_blank\">StatsModels<\/a>\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3082\u5b66\u3073\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f<\/h1>\n\n\n\n<p><meta charset=\"utf-8\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\u3001\u666e\u6bb5\u304b\u3089\u30c7\u30fc\u30bf\u89e3\u6790\u3057\u3066\u3044\u308b\u73fe\u5f79\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u8cea\u554f\u3067\u304d\u308b\u74b0\u5883\u3067\u5b66\u3076\u3053\u3068\u3067\u3059\u3002<br>\u8cea\u554f\u3057\u653e\u984c\u304b\u3064\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u3079\u308b\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u30c7\u30fc\u30bf\u5206\u6790\u6280\u8853\u3092\u5b66\u3073\u305f\u3044\u65b9\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u597d\u304d\u306a\u6642\u9593\u306b\u52c9\u5f37\u3067\u304d\u308b<a href=\"https:\/\/aiacademy.jp\/bootcamp\">AI Academy Bootcamp<\/a>\u304c\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002\u53d7\u8b1b\u6599\u3082\u696d\u754c\u6700\u5b89\u5024\u306e35,000\u5186\uff08\uff16\u30f6\u6708\u9593\u8cea\u554f\u3057\u653e\u984c\uff0b\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u5229\u7528\u53ef\u80fd\uff09\u306a\u306e\u3067\u3001\u662f\u975e\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-1024x341.png\" alt=\"\" class=\"wp-image-587\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-1024x341.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-300x100.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-768x256.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-940x313.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f \u6642\u7cfb\u5217\u5206\u6790\u306e\u624b\u6cd5 AR\u30e2\u30c7\u30eb MA\u30e2\u30c7\u30eb ARMA\u30e2\u30c7\u30eb ARIMA\u30e2\u30c7\u30eb \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306f\u3001\u6642\u9593\u306e\u5909\u5316\u306b\u6ce8\u76ee\u3057\u305f\u30c7\u30fc &#8230; <\/p>\n","protected":false},"author":1,"featured_media":1860,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[105,183,154],"tags":[],"class_list":{"0":"post-1857","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-105","8":"category-183","9":"category-154"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1857","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1857"}],"version-history":[{"count":4,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1857\/revisions"}],"predecessor-version":[{"id":1862,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/1857\/revisions\/1862"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/1860"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1857"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1857"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1857"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}