{"id":2686,"date":"2016-09-13T06:20:31","date_gmt":"2016-09-13T06:20:31","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2686"},"modified":"2019-12-23T14:39:23","modified_gmt":"2019-12-23T14:39:23","slug":"%e6%98%a8%e6%97%a5%e3%81%a8%e9%81%95%e3%81%86%e4%bb%8a%e6%97%a5%e3%81%af%e3%81%84%e3%81%a4%e5%a7%8b%e3%81%be%e3%81%a3%e3%81%9f%ef%bc%9f%e9%80%90%e6%ac%a1%e7%a2%ba%e7%8e%87%e6%af%94%e6%a4%9c%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/to_analyze_the_growth_in_the_sequential_probability_ratio_test\/","title":{"rendered":"\u6628\u65e5\u3068\u9055\u3046\u4eca\u65e5\u306f\u3044\u3064\u59cb\u307e\u3063\u305f\uff1f\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3067\u30de\u30e1\u7814\u304c\u6025\u6210\u9577\u3092\u59cb\u3081\u305f\u65e5\u3092\u5206\u6790\u3059\u308b"},"content":{"rendered":"
<\/div>\n
\n

2010\u5e744\u6708\u304b\u3089\u59cb\u307e\u3063\u305f\u30de\u30e1\u7814\u306f10\u6708\u30676.5\u5468\u5e74\u3092\u8fce\u3048\u307e\u3059\u3002\u8272\u3005\u3042\u3063\u305f6.5\u5e74\u9593\u3002<\/p>\n

\u305d\u3093\u306a\u611f\u8b1d\u306e\u6c17\u6301\u3061\u3092ALWAYS\u98a8\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u306b\u8fbc\u3081\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n

 <\/p>\n

\u3055\u3066\u3001\u5f53\u7814\u7a76\u6240\u306e\u30b5\u30a4\u30c8\u306f\u3001\u67082\uff5e3\u672c\u306e\u66f4\u65b0\u983b\u5ea6\u306a\u304c\u3089\u30b3\u30c4\u30b3\u30c4\u3068\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u3042\u3089\u3086\u308b\u7814\u7a76\u6210\u679c\u3092\u767a\u8868\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n

\u304a\u304b\u3052\u3067\u3001\u5c11\u3057\u305a\u3064\u8a8d\u77e5\u5ea6\u3082\u5411\u4e0a\u3057\u3001\u30b5\u30a4\u30c8\u306e\u30a2\u30af\u30bb\u30b9\u6570\u3082\u3088\u3046\u3084\u304f\u5c11\u3057\u305a\u3064\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n

\u6211\u6b66\u8005\u7f85\u306b\u3084\u3063\u3066\u304d\u305f\u306e\u3067\u3001\u672c\u5f53\u306b\u300c\u3044\u3064\u306e\u9593\u306b\u304b\u5897\u3048\u305f\u300d\u3068\u3044\u3063\u305f\u611f\u3058\u3067\u3059\u304c\u3001\u4eca\u56de\u306f\u300c\u305d\u308c\u306f\u3044\u3064\u306e\u65e5\u3060\u3063\u305f\u306e\u304b\u300d\u3092\u5b9a\u7fa9\u3059\u308b\u5206\u6790\u624b\u6cd5\u3092\u3054\u7d39\u4ecb<\/u><\/strong>\u3057\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u6539\u3081\u3066\u632f\u308a\u8fd4\u308b\u30de\u30e1\u7814\u306e6\u5e74\u534a<\/h4>\n

\u6539\u3081\u3066\u30de\u30e1\u7814\u767a\u8db3\u304b\u3089\u4eca\u65e5\u307e\u3067\u306e6\u5e74\u534a\u3092\u632f\u308a\u8fd4\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u9031\u6b21\u6bce\u306eSU\u6570\u3092\u9762\u30b0\u30e9\u30d5\u3067\u8868\u73fe\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u521d\u4ee3\u30012\u4ee3\u76ee\u30013\u4ee3\u76ee\u306e\u6642\u4ee3\u306e\u8272\u5206\u3051\u3082\u5408\u308f\u305b\u3066\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n

\"\"
\n\u3053\u3053\u76f4\u8fd1\u3067\u3082\u3063\u3068\u3082\u4f38\u3073\u3066\u3044\u308b\u306e\u306f\u300c\u304a\u3058\u3055\u3093\u5206\u6790<\/u>\u300d\u3067\u3001\u305d\u306e\u624b\u524d\u304c\u300c\u6709\u99ac\u8a18\u5ff5\u5206\u6790<\/u>\u300d\u3067\u3059\u306d\u3002<\/p>\n

\u6a2a\u8ef8\u306eSU\u6570\u306f\u3042\u3048\u3066\u8868\u793a\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u4e21\u30b3\u30f3\u30c6\u30f3\u30c4\u306eFB\u3044\u3044\u306d\u6570\u304b\u3089\u3001\u304a\u304a\u3088\u305d\u306e\u5358\u4f4d\u3092\u5f3e\u304d\u51fa\u3057\u3066\u4e0b\u3055\u3044\u3002<\/p>\n

 <\/p>\n

\u3053\u3046\u3057\u3066\u307f\u308b\u3068\u30012014\u5e744\u6708\u3054\u308d\u304b\u3089\u9762\u30b0\u30e9\u30d5\u306e\u7bc4\u56f2\u304c\u5e83\u304c\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002<\/p>\n

\u305d\u3053\u3067R\u306estl\u95a2\u6570\u3092\u4f7f\u3063\u30666\u5e74\u534a\uff08334\u9031\uff09\u5206\u306e\u9031\u6b21SU\u6570\u3092\u30c8\u30ec\u30f3\u30c9\uff08trend\uff09\u3001\u5468\u671f\u5909\u52d5\uff08seasonal\uff09\u3001\u6b8b\u5dee\uff08remainder\uff09\u306e3\u3064\u306b\u5206\u3051\u3066\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n

 <\/p>\n

ts.su<-ts(mm$su,frequency=52, start=c(2010, 15))\r\nstl.su <- stl(ts.su,s.window=\"per\")\r\nplot(stl.su)\r\n<\/pre>\n
\"\"
\n\u30c8\u30ec\u30f3\u30c9\u3067\u898b\u308b\u30682013\u5e74\u5f8c\u534a\u304b\u3089SU\u6570\u304c\u4f38\u3073\u59cb\u3081\u3001\u3044\u3063\u305f\u3093\u6ed1\u3089\u304b\u306b\u306a\u308b\u3082\u306e\u306e\u30012015\u5e74\u534a\u3070\u4ee5\u964d\u306f\u53f3\u80a9\u4e0a\u304c\u308a\u306e\u6025\u6210\u9577\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u30023\u4ee3\u76ee\u6240\u9577\u3001\u9f3b\u9ad8\u3005\u3002<\/p>\n
\u305f\u3060\u3001\u3053\u3046\u3057\u305f\u300c\u5909\u5316\u70b9\u300d\u3092\u9577\u671f\u30c8\u30ec\u30f3\u30c9\u3067\u306e\u307f\u5224\u65ad\u3059\u308b\u306e\u306f\u5371\u967a<\/u><\/strong>\u3067\u3059\u3057\uff08\u5b63\u7bc0\u5909\u52d5\u3069\u3046\u3059\u308b\u306e\uff1f\u6b8b\u5dee\u306f\u8003\u616e\u3057\u306a\u304f\u3066\u3044\u3044\u306e\uff1f\u7b49\uff09\u3001\u4f55\u3088\u308a\u3082\u3046\u5c11\u3057\u7d30\u304b\u3044\u7c92\u5ea6\u3067\u898b\u305f\u3044\u3067\u3059\u3088\u306d\u3002<\/p>\n
\u7406\u60f3\u306f\u6628\u65e5\u3068\u9055\u3046\u4eca\u65e5\u306f\u3044\u3064\u59cb\u307e\u3063\u305f\u306e\u304b\u3092\u77e5\u308b\u3053\u3068<\/u><\/strong>\u3067\u3059\u3002\u305d\u308c\u3092\u300c\u69cb\u9020\u5909\u5316\u70b9\u3092\u77e5\u308b\u300d\u3068\u8a00\u3044\u63db\u3048\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u306f\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3092\u7528\u3044\u308c\u3070\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3068\u306f\uff1f<\/h4>\n
\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3068\u306f\u300c\u4eee\u8aac\u691c\u5b9a\u300d\u306e\u5fdc\u7528\u7684\u624b\u6cd5\u306b\u3042\u305f\u308a\u307e\u3059\u3002<\/p>\n
\u305d\u3082\u305d\u3082\u300c\u4eee\u8aac\u691c\u5b9a\u300d\u3068\u306f\u3001\u5e30\u7121\u4eee\u8aac\u3068\u5bfe\u7acb\u4eee\u8aac\u3092\u7acb\u3066\u3001\u2460\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057\u306a\u3044<\/u><\/strong>\u304b\u3001\u2461\u5e30\u7121\u4eee\u8aac\u3092\u68c4\u5374\u3057<\/u><\/strong>\u5bfe\u7acb\u4eee\u8aac\u3092\u652f\u6301\u3059\u308b\u304b\u3001\u4f55\u308c\u304b\u3092\u89b3\u6e2c\u5024\u306b\u57fa\u3065\u3044\u3066\u6c7a\u3081\u308b\u7d71\u8a08\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u5e30\u7121\u4eee\u8aac\u3068\u5bfe\u7acb\u4eee\u8aac\u306e\u8003\u3048\u65b9\u306f\u300c\u6027\u80fd\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u306b\u30c0\u30e1\u51fa\u3057\u3092\u3057\u3066\u304f\u3060\u3055\u3044<\/u>\u300d\u3068\u3044\u3046\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u8a18\u8f09\u3057\u3066\u3044\u308b\u306e\u3067\u3054\u89a7\u4e0b\u3055\u3044\u3002<\/p>\n
 <\/p>\n
\u901a\u5e38\u306e\u4eee\u8aac\u691c\u5b9a\u306f\u6a19\u672c\u306e\u6570\u304c\u6c7a\u307e\u3063\u3066\u304a\u308a\u3001\u305d\u306e\u6a19\u672c\u306b\u57fa\u3065\u3044\u3066\u691c\u8a3c\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n
\u3067\u3059\u304c\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u306f\u6700\u521d\u306b\u5c11\u91cf\u306e\u6a19\u672c\u3092\u4e0e\u3048\u3001\u4e0a\u8a18\u306e\u2460\u304b\u2461\u306e\u307f\u3067\u306a\u304f\u3001\u65b0\u305f\u306b\u2462\u305d\u306e\u3044\u305a\u308c\u3068\u3082\u8a00\u3048\u306a\u3044\u5834\u5408\u306f\u7d50\u8ad6\u3092\u7559\u4fdd<\/u><\/strong>\u3057\u3055\u3089\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u3001\u3068\u3044\u3046\u7b2c3\u306e\u9078\u629e\u80a2\u304c\u767b\u5834\u3055\u305b\u305f\u7d71\u8a08\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u54c1\u8cea\u7ba1\u7406\u5de5\u5b66\u3084\u533b\u5b66\u8a3a\u65ad\u306a\u3069\u3067\u306f\u6bd4\u8f03\u7684\u306b\u30e1\u30b8\u30e3\u30fc\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n
 <\/p>\n
\u8a08\u7b97\u5f0f\u306f\u610f\u5916\u3068\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002\u6a19\u672c\u306e\u4e2d\u304b\u3089\u7121\u4f5c\u70ba\u306b\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bfZi\u30921\u3064\u305a\u3064\u89b3\u6e2c\u3057\u3001\u4ee5\u4e0b\u306e\u5f0f\u3067\u5c24\u5ea6\u6bd4\uff08\u78ba\u7387\u6bd4\uff09\u03bbi\u3092\u6c42\u3081\u307e\u3059\u3002<\/p>\n
\"\"
\n\u5206\u6bcd\u306eP\u306f\u5e30\u7121\u4eee\u8aacH0\u306e\u4e0b\u3067\u30c7\u30fc\u30bfZi\u3092\u89b3\u6e2c\u3059\u308b\u78ba\u7387\u3001\u5206\u5b50\u306eP\u306f\u5bfe\u7acb\u4eee\u8aacH1\u306e\u4e0b\u3067\u30c7\u30fc\u30bfZi\u3092\u89b3\u6e2c\u3059\u308b\u78ba\u7387\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n
\u03bbi\u304c\u6c42\u307e\u308b\u3068\u3001\u305d\u308c\u304c\u5883\u754c\u5024\u3088\u308a\u4e0a\u304b\u3001\u4e0b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u2460\u03bbi\u304cC1[\u03b2\/(1-\u03b1)]\u672a\u6e80\uff1a\u5e30\u7121\u4eee\u8aacH0\u68c4\u5374\u3057\u306a\u3044
\n\u2461\u03bbi\u304cC2[(1-\u03b2\/\u03b1)]\u8d85\u904e\uff1a\u5e30\u7121\u4eee\u8aacH0\u68c4\u5374\u3059\u308b
\n\u2462\u03bbi\u304cC1\u4ee5\u4e0aC2\u4ee5\u4e0b\uff1a\u7d50\u8ad6\u3092\u7559\u4fdd\u3059\u308b
\n\u203b\u03b1\u306f\u7b2c1\u7a2e\u904e\u8aa4\uff08\u5e30\u7121\u4eee\u8aac\u304c\u6b63\u3057\u3044\u306e\u306b\u8aa4\u3063\u3066\u4eee\u8aac\u3092\u68c4\u5374\u3059\u308b\u8aa4\u308a\uff09\u3001\u03b2\u306f\u7b2c2\u7a2e\u904e\u8aa4\uff08\u5e30\u7121\u4eee\u8aac\u304c\u8aa4\u3063\u3066\u3044\u308b\u306e\u306b\u4eee\u8aac\u3092\u63a1\u629e\u3057\u3066\u3057\u307e\u3046\u8aa4\u308a\uff09\u3092\u6307\u3057\u307e\u3059<\/div>\n
 <\/p>\n
\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u306f\u901a\u5e38\u306e\u4eee\u8aac\u691c\u5b9a\u3088\u308a\u6a19\u672c\u304c\u5c11\u306a\u304f\u6e08\u3080\u7b49\u306e\u6587\u732e\uff08\u9010\u6b21\u691c\u5b9a\u306e\u5b66\u7fd2\u8a55\u4fa1\u3078\u306e\u9069\u7528\u306b\u3064\u3044\u3066<\/u>\uff09\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306e\u672c\u7b4b\u3067\u306f\u7121\u3044\u306e\u3067\u8107\u306b\u7f6e\u3044\u3066\u304a\u3044\u3066\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u691c\u5b9a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u4eba\u306f\u4ee5\u4e0b\u306e\u30b0\u30b0\u3063\u305f\u7d50\u679c\u3092\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n
Google\u691c\u7d22\u7d50\u679c\uff1a\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a<\/u>
\n\u6a19\u672c\u3092\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3067\u3042\u308b6\u5e74\u534a\uff08334\u9031\uff09\u5206\u306e\u9031\u6b21SU\u6570\u3068\u3057\u3066\u3001\u3053\u306e\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3092\u7528\u3044\u3066\u3001\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u69cb\u9020\u5909\u5316\u304c\u8d77\u304d\u305f\u304b\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
 <\/p>\n
\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3067\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u300c\u69cb\u9020\u5909\u5316\u300d\u3092\u660e\u3089\u304b\u306b\u3059\u308b<\/h4>\n
\u691c\u5b9a\u3092\u884c\u3046\u524d\u306b\u3001\u307e\u305a\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u304b\u3089\u4e88\u6e2c\u5f0f\u3092\u4f5c\u6210\u3057\u4e88\u6e2c\u76f4\u7dda\u3092\u6c42\u3081\u307e\u3059\u3002\u3055\u3089\u306b\u5404\u6642\u70b9\u30c7\u30fc\u30bf\u3068\u4e88\u6e2c\u5f0f\u306e\u8aa4\u5dee\u306e\u6a19\u672c\u5206\u6563\u3092\u8a08\u7b97\u3057\u3066\u8aa4\u5dee\u306e\u8a31\u5bb9\u533a\u9593\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u5148\u307b\u3069\u306e\u9577\u671f\u30c8\u30ec\u30f3\u30c9\u7b49\u304b\u3089\u8003\u3048\u3066\u3001\u30c7\u30fc\u30bf\u306e\u3061\u3087\u3046\u3069\u6298\u308a\u8fd4\u3057\u5730\u70b9\u3067\u3042\u308b167\u9031\u307e\u3067\u3067\u4e88\u6e2c\u5f0f\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002168\u9031\u76ee\u4ee5\u964d\u306e\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u300c\u69cb\u9020\u5909\u5316\u300d\u304c\u8d77\u304d\u305f\u304b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n
 <\/p>\n
dat<-read.csv(\"mameken_week.csv\")\r\ndat_base<-dat[1:167,]\r\nlm_out<-lm(su~X,data=dat_base)\r\n<\/pre>\n
\"\"<\/p>\n
\u771f\u3093\u4e2d\u306e\u4e88\u6e2c\u7dda\u3092\u4e2d\u5fc3\u306b\u00b12\u03c3<\/figcaption><\/figure>\n
\u6b21\u306b\u4eee\u8aac\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u5e30\u7121\u4eee\u8aac\u306f\u300c\u69cb\u9020\u5909\u5316\u306f\u8d77\u304d\u3066\u3044\u306a\u3044\u300d\u3001\u8a31\u5bb9\u7bc4\u56f2\uff08\u00b12\u03c3\uff09\u3092\u8d85\u3048\u308b\u78ba\u7387\u03b80\u306f10%\u4ee5\u4e0b\u3068\u3057\u307e\u3059\u3002\u5bfe\u7acb\u4eee\u8aac\u306f\u300c\u69cb\u9020\u5909\u5316\u306f\u8d77\u304d\u3066\u3044\u308b\u300d\u3001\u8a31\u5bb9\u7bc4\u56f2\uff08\u00b12\u03c3\uff09\u3092\u8d85\u3048\u308b\u78ba\u7387\u03b81\u306f90%\u4ee5\u4e0a\u3068\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u7b2c1\u7a2e\u904e\u8aa4\u3001\u7b2c2\u7a2e\u904e\u8aa4\u3092\u305d\u308c\u305e\u308c\u8a2d\u5b9a\u3057\u3001C1 \u3068C2\u3092\u305d\u308c\u305e\u308c\u6c42\u3081\u307e\u3059\u3002\u4eca\u56de\u306f\u305d\u308c\u305e\u308c0.01\u3068\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n
\u5408\u308f\u305b\u3066\u03bb0\u30921\u3068\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u3067\u306f168\u9031\u76ee\u4ee5\u964d\u306eSU\u6570\u3092\u9010\u6b21\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3059\u3002168\u9031\u76ee\u304ci=1\u3068\u3057\u3001\u9031\u6bce\u306eSU\u6570\u3092\u78ba\u8a8d\u3057\u3066\u3001\u691c\u5b9a\u306b\u304b\u3051\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n
\u6700\u521d\u306b\u3001SU\u6570\u3068\u4e88\u6e2c\u5f0f\u306e\u8aa4\u5dee\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u8a31\u5bb9\u7bc4\u56f2\u5185\uff08\u00b12\u03c3\u5185\uff09\u3067\u3042\u308c\u3070\u5c24\u5ea6\u6bd4\uff08\u78ba\u7387\u6bd4\uff09\u03bb1=1\u3068\u3057\u3066i=2\u306e\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u4ee5\u964d\u3001\u8a31\u5bb9\u7bc4\u56f2\u5916\uff08\u00b12\u03c3\u3092\u8d85\u3048\u308b\uff09\u307e\u3067\u78ba\u8a8d\u304c\u7d9a\u304d\u307e\u3059\u3002<\/p>\n
\u3082\u3057\u8a31\u5bb9\u7bc4\u56f2\u5916\u3067\u3042\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u8a08\u7b97\u5f0f\u3092\u7528\u3044\u3066\u5c24\u5ea6\u6bd4\uff08\u78ba\u7387\u6bd4\uff09\u03bb1\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u66f4\u65b0\u3057\u305f\u5024\u3092\u5148\u8ff0\u3057\u305f\u3068\u304a\u308a\u306e\u691c\u5b9a\u3092\u5b9f\u65bd\u3057\u3001\u3042\u3068\u306f\u5e30\u7121\u4eee\u8aac\u304c\u68c4\u5374\u3055\u308c\u308b\u307e\u3067\u7d9a\u3051\u307e\u3059\u3002<\/p>\n
\"\"
\n\u4eca\u56de\u306eSU\u6570\u3060\u3068201\u9031\uff082014\u5e7402\u670809\u65e5\u9031\uff09\u76ee\u3067\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u300c\u69cb\u9020\u5909\u5316\u306f\u8d77\u304d\u3066\u3044\u308b\u300d\u3068\u5224\u65ad\u3067\u304d\u308b<\/u><\/strong>\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n
\"\"
\n\u03b81\u309220%\u306b\u3059\u308b\u3068\u3001202\u9031\uff082014\u5e7402\u670816\u65e5\u9031\uff09\u76ee\u3067\u5e30\u7121\u4eee\u8aac\u304c\u68c4\u5374\u3055\u308c\u305f\u306e\u3067\u30012014\u5e742\u6708\u524d\u534a\uff5e\u4e2d\u76e4\u306b\u306f\u6628\u65e5\u3068\u9055\u3046\u4eca\u65e5\u304c\u59cb\u307e\u3063\u305f<\/u><\/strong>\u3068\u8a00\u3048\u308b\u4e8b\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u306e\u9803\u4f55\u3092\u3057\u3066\u3044\u305f\u304b\u3068\u8a00\u3046\u3068\u3001\u8a18\u4e8b\u3092\u66f4\u65b0\u3057\u7d9a\u3051\u308b\u3060\u3051\u3067\u306f\u30c0\u30e1\u3067\u3001\u30b5\u30a4\u30c8\u5168\u4f53\u306eSEO\u5bfe\u7b56\u306b\u5e74\u660e\u3051\u304b\u3089\u53d6\u308a\u7d44\u307f\u59cb\u3081\u307e\u3057\u305f\u3002\u30bf\u30a4\u30c8\u30eb\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u30d7\u30e9\u30f3\u30ca\u30fc\u3068\u7768\u3081\u3063\u3053\u3057\u3066\u8a00\u3044\u56de\u3057\u3092\u5909\u3048\u305f\u308a\u30012\u30f5\u6708\u307b\u3069\u60aa\u6226\u82e6\u95d8\u3057\u305f\u3053\u3068\u3092\u899a\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n
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\u69cb\u9020\u5909\u5316\u3092\u898b\u843d\u3068\u3057\u3066\u3044\u305f<\/u><\/strong>\u308f\u3051\u3067\u3059\u306d\u3002<\/p>\n
 <\/p>\n
\u3061\u306a\u307f\u306b\u3001\u4e88\u6e2c\u5f0f\u306e\u533a\u9593\u3092100\u9031\u76ee\u307e\u3067\u3068\u3057\u3001101\u9031\u76ee\u4ee5\u964d\u3067\u69cb\u9020\u5909\u5316\u70b9\u3092\u63a2\u3059\u691c\u5b9a\u3092\u884c\u3044\u307e\u3057\u305f\u304c\u3001\u4e0a\u8a18\u30b0\u30e9\u30d5\u3067\u30d4\u30e7\u30b3\u30f3\u3068\u98db\u3073\u8df3\u306d\u3066\u3044\u308b126\u9031\u76ee\u3001158\u9031\u76ee\u3001172\u9031\u76ee\u3092\u300c\u5909\u5316\u70b9\u300d\u3068\u3057\u3066\u5e30\u7121\u4eee\u8aac\u306f\u68c4\u5374\u3055\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n
1\u6642\u70b9\u3060\u3051\u3067\u306f\u69cb\u9020\u5909\u5316\u3068\u898b\u306a\u3044\u3088\u3046\u306b\u3082\u306a\u3063\u3066\u3044\u3066\u3001\u5c40\u5730\u7684\u306a\u5909\u5316\u306b\u53cd\u5fdc\u305b\u305a\u3001\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u306e\u5909\u5316\u306b\u53cd\u5fdc\u3059\u308b\u826f\u3044\u691c\u5b9a\u624b\u6cd5<\/u><\/strong>\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u904b\u7528\u578b\u5e83\u544a\u306e\u51fa\u7a3f\u505c\u6b62\u306e\u5224\u65ad\u306b\u3082\u4f7f\u3048\u306a\u3044\u304b\uff1f<\/h4>\n
1\u5730\u70b9\u306e\u5909\u5316\u3067\u306f\u306a\u304f\u69cb\u9020\u81ea\u4f53\u306e\u5909\u5316\u306b\u53cd\u5fdc\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u4f8b\u3048\u3070\u30ea\u30b9\u30c6\u30a3\u30f3\u30b0\u3084DSP\u306a\u3069\u306e\u904b\u7528\u578b\u5e83\u544a\u3067\u306e\u51fa\u7a3f\u505c\u6b62\u53ef\u5426\u306e\u5224\u65ad\u306b\u4f7f\u3048\u308b\u306e\u3067\u306f<\/u><\/strong>\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n
\"\"
\n\u4f8b\u3048\u3070\u4e0a\u8a18\u306e\u5e83\u544a\u904b\u7528\u7d50\u679c\uff08\u3053\u306e\u30c7\u30fc\u30bf\u306f\u793e\u5185\u3067\u5b9f\u969b\u306b\u904b\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u4e00\u90e8\u52a0\u5de5\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n
X\u8ef8\u3092\u8868\u793a\u56de\u6570\uff08\u5358\u4f4d\u306f\u4e07\uff09\u3001Y\u8ef8\u3092\u30af\u30ea\u30c3\u30af\u6570\u3068\u3057\u3066\u3001i\u65e5\u76ee\u306e\u7d2f\u7a4d\u6570\u3092plot\u3057\u307e\u3059\u3002<\/p>\n
\"\"<\/p>\n
\u6a2a\u8ef8\u306bIMP\u6570\u3001\u7e26\u8ef8\u306b\u30af\u30ea\u30c3\u30af\u6570\u3001\u65e5\u6bce\u7d2f\u8a08\u306e\u5024\u3092\u30d7\u30ed\u30c3\u30c8<\/figcaption><\/figure>\n
\u3053\u306e\u30c7\u30fc\u30bf\u3001\u5b9f\u306f11\u65e5\u76ee\u4ee5\u964d\u306e\u30af\u30ea\u30c3\u30af\u6570\u306b\u00d70.8\u3057\u3066\u610f\u56f3\u7684\u306b\u6e1b\u3089\u3057\u3066\u3044\u307e\u3059<\/u><\/strong>\u3002\u6700\u521d\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u898b\u305f\u3068\u304d\u3001\u89e3\u3089\u306a\u304b\u3063\u305f\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u70b9\u7dda\u304c\u5143\u306eCTR\u3001\u5b9f\u8df5\u304c\u52a0\u5de5\u5f8c\u306eCTR\u3067\u3059\u3002<\/p>\n
\"\"
\n\u3053\u306e\u30c7\u30fc\u30bf\u3067\u9010\u6b21\u78ba\u7387\u6bd4\u691c\u5b9a\u3092\u884c\u3044\u3001\u69cb\u9020\u5909\u5316\u304c\u691c\u51fa\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u6700\u521d\u306e7\u65e5\u9593\u3067\u4e88\u6e2c\u5f0f\u3092\u4f5c\u6210\u3057\u30018\u65e5\u76ee\u4ee5\u964d\u3067\u69cb\u9020\u5909\u5316\u304c\u8d77\u304d\u3066\u3044\u306a\u3044\u304b\u691c\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
\"\"<\/p>\n
\u771f\u3093\u4e2d\u306e\u4e88\u6e2c\u7dda\u3092\u4e2d\u5fc3\u306b\u00b12\u03c3\u30de\u30a4\u30ca\u30b9<\/figcaption><\/figure>\n
\u03b80\u306f5%\u3001\u03b81\u306f95%\u3067\u691c\u5b9a\u3092\u884c\u3063\u305f\u7d50\u679c\u300112\u65e5\u76ee\u3067\u69cb\u9020\u5909\u5316\u3092\u691c\u51fa\u3057\u307e\u3057\u305f\u3002\u69cb\u9020\u5909\u5316\u70b9\u306f11\u65e5\u3067\u3059\u304b\u30892\u65e5\u76ee\u3067\u6c17\u4ed8\u304f\u3053\u3068\u304c\u3067\u304d\u305f<\/u><\/strong>\u308f\u3051\u3067\u3001\u306a\u304b\u306a\u304b\u512a\u79c0\u3067\u3059\u306d\u3002<\/p>\n
\u4e0a\u306e\u30b0\u30e9\u30d5\u3060\u3068\u3001\u3055\u3059\u304c\u306b20\u65e5\u76ee\u3042\u305f\u308a\u306b\u306f\u9055\u548c\u611f\u3092\u62b1\u304d\u305d\u3046\u3067\u3059\u304c\u3001\u4eca\u56de\u306e\u624b\u6cd5\u3092\u7528\u3044\u308c\u3070\u305d\u308c\u3088\u308a1\u9031\u9593\u8fd1\u304f\u524d\u306b\u6a5f\u68b0\u7684\u306b\u6c17\u4ed8\u3051\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n
 <\/p>\n
\u4eca\u56de\u306e\u65b9\u6cd5\u3092\u7a81\u304d\u8a70\u3081\u3066\u8003\u3048\u308c\u3070X\u8ef8\u306b\u7d2f\u7a4dCV\u6570\u30fbY\u8ef8\u306b\u5e83\u544a\u30b3\u30b9\u30c8\u3068\u3057\u3066CPA\u306e\u69cb\u9020\u5909\u5316\u70b9\u3092\u898b\u308b\u3067\u3082\u3044\u3044\u3067\u3057\u3087\u3046\u3057\u3001\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u306f\u65e5\u5358\u4f4d\u3067\u3059\u304c\u6642\u5358\u4f4d\u3067\u898b\u3066\u3082\u3044\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n
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 <\/p>\n
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 <\/p>\n
\u307e\u3068\u3081<\/h4>\n
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 <\/p>\n
\u53c2\u8003\u6587\u732e
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2010\u5e744\u6708\u304b\u3089\u59cb\u307e\u3063\u305f\u30de\u30e1\u7814\u306f10\u6708\u30676.5\u5468\u5e74\u3092\u8fce\u3048\u307e\u3059\u3002\u8272\u3005\u3042\u3063\u305f6.5\u5e74\u9593\u3002 \u305d\u3093\u306a\u611f\u8b1d\u306e\u6c17\u6301\u3061\u3092ALWAYS\u98a8\u306e\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1\u306b\u8fbc\u3081\u3066\u307f\u307e\u3057\u305f\u3002   \u3055\u3066\u3001\u5f53\u7814\u7a76\u6240\u306e\u30b5\u30a4\u30c8\u306f\u3001\u67082\uff5e3\u672c\u306e\u66f4\u65b0\u983b\u5ea6\u306a\u304c\u3089\u30b3\u30c4\u30b3\u30c4\u3068\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u3042\u3089\u3086\u308b\u7814\u7a76\u6210\u679c\u3092\u767a\u8868\u3057\u3066\u304d\u307e\u3057\u305f\u3002 \u304a\u304b\u3052\u3067\u3001\u5c11\u3057\u305a\u3064\u8a8d\u77e5\u5ea6\u3082\u5411\u4e0a\u3057\u3001\u30b5\u30a4\u30c8\u306e\u30a2\u30af\u30bb\u30b9\u6570\u3082\u3088\u3046\u3084\u304f\u5c11\u3057\u305a\u3064\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002 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