{"id":2484,"date":"2013-11-01T03:11:17","date_gmt":"2013-11-01T03:11:17","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2484"},"modified":"2019-12-24T03:14:19","modified_gmt":"2019-12-24T03:14:19","slug":"%e3%83%9e%e3%83%a1%e7%a0%94%e3%82%a4%e3%83%b3%e3%82%bf%e3%83%93%e3%83%a5%e3%83%bc%e3%82%b7%e3%83%aa%e3%83%bc%e3%82%ba%e7%ac%ac1%e5%9b%9e%ef%bd%9e%e7%94%a3%e6%a5%ad%e6%8a%80%e8%a1%93%e7%b7%8f%e5%90%88","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/article\/1219\/","title":{"rendered":"\u30de\u30e1\u7814\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u30b7\u30ea\u30fc\u30ba\u7b2c1\u56de\uff5e\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240\u3000\u6cb9\u4e95\u8aa0\u7814\u7a76\u54e1\uff1a\u30de\u30fc\u30b1\u30bf\u30fc\u3082\u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u3084\u308a\u307e\u3057\u3087\u3046\uff01\uff5e"},"content":{"rendered":"<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\u3067\u306f\u30c7\u30fc\u30bf\u5206\u6790\u306b\u95a2\u308f\u308b\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306e\u65b9\u3005\u3092\u304a\u62db\u304d\u3057\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u30b7\u30ea\u30fc\u30ba\u306b\u3082\u53d6\u308a\u7d44\u3080\u904b\u3073\u3068\u306a\u308a\u307e\u3057\u305f\u3002<br 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\/>\n\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30d9\u30f3\u30c0\u3067\u3053\u3046\u3057\u305f\u53d6\u308a\u7d44\u307f\u304c\u9032\u3081\u3066\u3044\u307e\u3057\u3066\u3001\u4f8b\u3048\u3070\u30c6\u30e9\u30c7\u30fc\u30bf\uff08Teradata\uff09\u793e\u306e\u53d6\u308a\u7d44\u307f\u203b3\u3084Greenplum\u306eMADlib\uff08madlib.net\uff09\u304c\u4ee3\u8868\u7684\u306a\u4f8b\u3067\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u7d71\u8a08\u89e3\u6790\u3084\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30bd\u30d5\u30c8\u3092\u5225\u9014\u7528\u610f\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3066\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u4e2d\u3067\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u4e88\u6e2c\u307e\u3067\u884c\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3067\u3059\u306d\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u5206\u6790\u306e\u5ea6\u306b\u30c7\u30fc\u30bf\u306e\u51fa\u3057\u5165\u308c\u3092\u884c\u3046\u306e\u306f\u30c7\u30fc\u30bf\u91cf\u304c\u83ab\u5927\u306b\u306a\u308b\u3068\u6642\u9593\u306e\u30ed\u30b9\u3084\u8ca0\u8377\u304c\u767a\u751f\u3059\u308b\u306e\u3067\u3001\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u3068\u3053\u308d\u3067\u5206\u6790\u3092\u884c\u3063\u305f\u65b9\u304c\u52b9\u7387\u7684\u3060\u3068\u3044\u3046\u8003\u3048\u3067\u3059\u3002<br \/>\n\u30c6\u30e9\u30d0\u30a4\u30c8\u7d1a\u306e\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3092\u884c\u3063\u305f\u5834\u5408\u3092\u8003\u3048\u3066\u9802\u3051\u308c\u3070\u60f3\u50cf\u304c\u4ed8\u304f\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u9593\u3067\u30c7\u30fc\u30bf\u3092\u51fa\u3057\u5165\u308c\u3059\u308b\u3060\u3051\u3067\u3082\u4e00\u82e6\u52b4\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u3067\u306e\u5206\u6790\u6280\u8853\u306fIn-database Analytics\u3068\u547c\u3070\u308c\u3066\u304a\u308a\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5206\u91ce\u306e\u7814\u7a76\u7684\u306b\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u6cb9\u4e95\u3055\u3093\u306e\u5834\u5408\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u3088\u308a\u5206\u6790\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u7d4c\u3066\u3001\u3055\u3089\u306b\u5206\u6790\u305d\u306e\u3082\u306e\u306b\u3082\u8208\u5473\u304c\u79fb\u3089\u308c\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u305d\u3046\u3067\u3059\u306d\u3002\u7814\u7a76\u306f\uff14\uff5e\uff15\u5e74\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3067\u3042\u308b\u7a0b\u5ea6\u306f\u79fb\u3063\u3066\u3044\u304b\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u305d\u3093\u306a\u4e2d\u3067\u6b21\u306e\u7814\u7a76\u5185\u5bb9\u3092\u63a2\u3057\u3066\u3044\u305f\u6642\u306b\u3001\u30ed\u30c3\u30af\u30aa\u30f3\u3055\u3093\u3068\u306e\u5171\u540c\u7814\u7a76\u306e\u8a71\u304c\u3042\u308a\u307e\u3057\u3066\u3001\u3053\u308c\u307e\u3067\u306e\u7814\u7a76\u6210\u679c\u3092\u6d3b\u304b\u3057\u306a\u304c\u3089\u65b0\u305f\u306b\u6a5f\u68b0\u5b66\u7fd2\u5206\u91ce\u306e\u7814\u7a76\u3092\u6df1\u3081\u3089\u308c\u305d\u3046\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u9032\u3081\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u5c11\u3057\u8a71\u984c\u3092\u5909\u3048\u307e\u3057\u3066\u3001\u524d\u56de\u306e\u30de\u30e1\u7814\u8a18\u4e8b\u3067\u3082\u79c1\u898b\u3092\u8ff0\u3079\u3055\u305b\u3066\u9802\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u6628\u4eca\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30d6\u30fc\u30e0\u306b\u5bfe\u3057\u3066\u4e00\u8a00\u9802\u3051\u307e\u3059\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u30d6\u30fc\u30e0\u7684\u306a\u6240\u306f\u78ba\u304b\u306b\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u30d6\u30fc\u30e0\u306b\u4e57\u3063\u3066\u5b9f\u969b\u306b\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3044\u3053\u3046\u3068\u52d5\u304d\u51fa\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u78ba\u304b\u3067\u3057\u3087\u3046\u3002\u305d\u3046\u3044\u3063\u305f\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u65e2\u5b58\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u305d\u306e\u307e\u307e\u9069\u7528\u3059\u308b\u3068\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u3068\u3053\u308d\u3082\u3042\u308b\u306e\u3067\u3001\u95a2\u9023\u3059\u308b\u5206\u91ce\u306e\u9032\u5316\u304c\u5fc5\u8981\u306a\u3053\u3068\u3082\u78ba\u304b\u3067\u3059\u3002<br \/>\n\u305d\u3053\u304b\u3089\u30d3\u30b8\u30cd\u30b9\u306b\u7e4b\u304c\u3063\u3066\u3044\u304f\u304b\u3068\u3044\u3046\u3068\u3053\u308d\u306f\u307e\u3060\u308f\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u3044\u304f\u3064\u304b\u306e\u4f01\u696d\u306f\u3046\u307e\u304f\u3044\u304f\u3067\u3057\u3087\u3046\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u6271\u3046\u7814\u7a76\u958b\u767a\u304c\u7814\u7a76\u8005\u3068\u3057\u3066\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u3068\u5b9f\u611f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u6cb9\u4e95\u3055\u3093\u306e\u3068\u3053\u308d\u306b\u3082\u95a2\u9023\u6280\u8853\u306b\u3064\u3044\u3066\u554f\u3044\u5408\u308f\u305b\u7b49\u306f\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u3044\u3046\u8a33\u3067\u306f\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u9023\u3057\u3066\u958b\u767a\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2(Hivemall\u203b4)\u306b\u3064\u3044\u3066\u306f\u5272\u3068\u826f\u3044\u53cd\u5fdc\u3092\u9802\u3044\u3066\u3044\u307e\u3059\u3002Hadoop\u4e0a\u3067\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u65b9\u3005\u304b\u3089\u3082\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u9802\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u3069\u3046\u3044\u3063\u305f\u4f01\u696d\u306e\u65b9\u3005\u304c\u591a\u304b\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u5927\u624b\u30dd\u30fc\u30bf\u30eb\u30b5\u30a4\u30c8\u306e\u65b9\u3084\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u7cfb\u306e\u65b9\u3067\u3059\u306d\u3002\u5f7c\u3089\u304c\u4fdd\u6709\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u91cf\u306f\u83ab\u5927\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u3084\u5206\u6790\u306e\u305f\u3081\u306b\u306f\u304b\u306a\u308a\u306e\u7814\u7a76\u958b\u767a\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\n\u305d\u3046\u3044\u3063\u305f\u6d41\u308c\u306e\u4e2d\u3067\u5927\u5b66\u3084\u7814\u7a76\u6240\u306e\u7814\u7a76\u8005\u3082\u5927\u91cf\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u5bfe\u8c61\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u4e8b\u5b9f\u3067\u3059\u306d\u3002\u7279\u306b\u79d1\u5b66\u6280\u8853\u4f8b\u3048\u3070\u30b5\u30c6\u30e9\u30a4\u30c8(\u4eba\u5de5\u885b\u661f)\u306e\u30ea\u30e2\u30fc\u30c8\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3082\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3068\u6bd4\u8f03\u3057\u3066\u540c\u7a0b\u5ea6\u304b\u305d\u308c\u4ee5\u4e0a\u306b\u5de8\u5927\u306a\u306e\u3067\u3001\u5206\u6790\u306e\u5bfe\u8c61\u306b\u306a\u3063\u3066\u3044\u305f\u308a\u3057\u307e\u3059\u3088\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u885b\u661f\u306e\u30c7\u30fc\u30bf\u3067\u3059\u304b\uff01\uff1f\u3082\u3046\u5c11\u3057\u304a\u805e\u304b\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u4f8b\u3048\u3070\u30b9\u30ed\u30fc\u30f3\u8ca1\u56e3\u304c\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308bDigital Sky Survey\uff08\u901a\u79f0SDSS\uff09\u203b5\u3068\u3044\u3046\u53d6\u7d44\u307f\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u5b87\u5b99\u306f\u7814\u7a76\u3059\u308b\u306e\u306b\u306f\u3061\u3087\u3046\u3069\u3044\u3044\u3068\u3044\u3044\u307e\u3059\u304b\u3001\u30d3\u30b8\u30cd\u30b9\u8981\u7d20\u304c\u306a\u3044\u3001\u3064\u307e\u308a\u5229\u6a29\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u306e\u554f\u984c\u304c\u7d61\u307e\u306a\u3044\u306e\u3067\u5168\u3066\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3057\u3066\u81ea\u7531\u306b\u3084\u3063\u3066\u3044\u3044\u3068\u3044\u3046\u3068\u3053\u308d\u3067\u3001\u5de8\u5927\u306a\u516c\u958b\u30c7\u30fc\u30bf\u304b\u3089\u8d64\u65b9\u504f\u79fb\u203b6\u306a\u3069\u3092\u767a\u898b\u3059\u308b\u3068\u3044\u3063\u305f\u53d6\u308a\u7d44\u307f\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4e00\u822c\u306b\u516c\u958b\u3057\u3066\u5b87\u5b99\u306b\u8208\u5473\u306e\u3042\u308b\u4e00\u5e02\u6c11\u306e\u65b9\u304c\u30b5\u30c6\u30e9\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u9762\u767d\u3044\u7d50\u679c\u3092\u5f97\u305f\u3068\u3044\u3046\u4e8b\u4f8b\u3082\u3042\u308b\u304f\u3089\u3044\u3067\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002\u7d9a\u3044\u3066\u3001\u6cb9\u4e95\u3055\u3093\u306e\u7814\u7a76\u5206\u91ce\u3067\u6700\u5148\u7aef\u306e\u30c8\u30d4\u30c3\u30af\u306b\u306f\u4f55\u304c\u3042\u308b\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u4eca\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u7814\u7a76\u306e\u30c6\u30fc\u30de\u3068\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3053\u306e\u5206\u91ce\u3067\u9762\u767d\u3044\u30c8\u30d4\u30c3\u30af\u3068\u3057\u3066\u306fDeep Learning\u203b7\u3068\u3044\u3046\u306e\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6614\u6d41\u884c\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(Neural Network)\u306e\u9032\u5316\u7cfb\u3067\u3059\u3002<\/p>\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u4eba\u9593\u306e\u795e\u7d4c\u56de\u8def\u3092\u6a21\u5023\u3057\u3066\u8133\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u8a08\u7b97\u6a5f\u4e0a\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u4f8b\u3048\u3070\u7269\u4f53\u306e\u8a8d\u8b58\u3092\u6a5f\u68b0\u4e0a\u3067\u3082\u53ef\u80fd\u3068\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u4ee5\u524d\u306f\u6271\u3046\u6bb5\u6570\u3092\u591a\u304f\u3057\u3066\u30ce\u30fc\u30c9\u3092\u5897\u3084\u3057\u3066\u3057\u307e\u3046\u3068\u53ce\u675f\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u554f\u984c\u3084\uff08\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u904e\u5270\u306b\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u3066\u3057\u307e\u3046\uff09\u904e\u5b66\u7fd2\u3068\u3044\u3063\u305f\u6280\u8853\u7684\u306a\u554f\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>Dropout\u3068\u547c\u3070\u308c\u308b\u904e\u5b66\u7fd2\u3092\u6291\u3048\u308b\u4ed5\u7d44\u307f\u3084\u3001\u8907\u6570\u306e\u30de\u30b7\u30f3\u306e\u4e26\u5217\u51e6\u7406\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u89e3\u6c7a\u3067\u304d\u306a\u304b\u3063\u305f\u70b9\u3067\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u304c\u3042\u3063\u305f\u3068\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001Google\u3084Facebook\u304c\u7a4d\u6975\u7684\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3068\u805e\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4ed6\u3067\u306fIBM\u304c\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u30ef\u30c8\u30bd\u30f3\u203b8\u304c\u30af\u30a4\u30ba\u738b\u306b\u52dd\u3064\u3068\u304b\u3001\u81ea\u52d5\u8eca\u306e\u81ea\u52d5\u904b\u8ee2\u306b\u3082\u95a2\u9023\u3057\u307e\u3059\u306d\u30022030\u5e74\u307e\u3067\u306b\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u81ea\u52d5\u904b\u8ee2\u304c\u666e\u53ca\u3057\u3001\u5c11\u306a\u304f\u3068\u3082\u9ad8\u901f\u9053\u8def\u306b\u3064\u3044\u3066\u306f\u81ea\u52d5\u904b\u8ee2\u3067\u5236\u5fa1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u306e\u8a71\u3082\u51fa\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u30c7\u30fc\u30bf\u3092\u6271\u3046\u57fa\u76e4\u306e\u6280\u8853\u7684\u306a\u30c8\u30d4\u30c3\u30af\u306b\u3064\u3044\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>MapReduce\u306f\u65e2\u306b\u767a\u8868\u304b\u308910\u5e74\u8fd1\u304f\u7d4c\u3064\u306e\u3067\u3001\u4eca\u5f8c\u3069\u306e\u3088\u3046\u306b\u9032\u5316\u30fb\u5909\u8c8c\u3057\u3066\u3044\u304f\u304b\u6ce8\u76ee\u3057\u3066\u3044\u307e\u3059\u203b9\u3002\u57fa\u76e4\u3092Hadoop\u4e0a\u3067\u52d5\u304f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3042\u308bHive\u306b\u3064\u3044\u3066\u3082\u9ad8\u901f\u5316\u3057\u3088\u3046\u3068\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u65b9\u3005\u3082\u3044\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c7\u30e9\u793e(Cloudera)\u306f\u30a4\u30f3\u30d1\u30e9(Impala)\u203b10\u3068\u3057\u3066\u88fd\u54c1\u5316\u3057\u3066\u3044\u307e\u3059\u306d\u3002\u3053\u308c\u306fHive\u3067\u884c\u308f\u308c\u308b\u306e\u3068\u540c\u69d8\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u6271\u3044\u5206\u6790\u307e\u3067\u3084\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3067\u3059\u306d\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u4f8b\u3048\u3070\u4eca\u3084\u3063\u3066\u3044\u308bHive\u306e\u30af\u30a8\u30ea\u304c60\u79d2\u4ee5\u4e0a\u304b\u304b\u3063\u3066\u3044\u305f\u3068\u3057\u3066\u3001\u3053\u308c\u304c3\u79d2\u3067\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304d\u305f\u3068\u3057\u305f\u3089\u5206\u6790\u306e\u8a66\u884c\u56de\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3088\u306d\u3002\u3064\u307e\u308a\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u7d50\u679c\u3092\u6c42\u3081\u3089\u308c\u308c\u3070\u3001\u7a7a\u3044\u305f\u6642\u9593\u3067\u5206\u6790\u5185\u5bb9\u3092\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u306a\u308b\u307b\u3069\u3002\u6cb9\u4e95\u3055\u3093\u304c\u53d6\u308a\u7d44\u307e\u308c\u305f\u7814\u7a76\u306b\u3064\u3044\u3066\u4f3a\u3048\u307e\u3059\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u6700\u8fd1\u3067\u3059\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068Hadoop\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u884c\u3059\u308b\u7814\u7a76\u3092\u884c\u3044\u307e\u3057\u305f\u203b11\u3002\u30ed\u30c3\u30af\u30aa\u30f3\u3055\u3093\u3068\u306e\u5171\u540c\u7814\u7a76\u3067\u3082\u4f7f\u7528\u3057\u3066\u3044\u308b\u79c1\u304c\u958b\u767a\u3057\u305fHivemall\u306fHadoop\u3068Hive\u4e0a\u3067\u5b66\u7fd2\u3092\u884c\u3046\u306e\u3067\u3059\u304c\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u7684\u306a\u5b66\u7fd2\u3060\u3051\u3067\u306a\u304f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u7684\u306a\u3001\u3064\u307e\u308a\u30c7\u30fc\u30bf\u304c\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3055\u308c\u305f\u6642\u306b\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3082\u66f4\u65b0\u3057\u3066\u3044\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u4e88\u6e2c\u306b\u4f7f\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308b\u6280\u8853\u3067\u3059\u3002\u307e\u3068\u3081\u308b\u3068\u3001Hadoop\u4e0a\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u79fb\u9001\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3082\u968f\u6642\u884c\u3063\u3066\u3044\u304f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u3064\u307e\u308aHadoop\u4e0a\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u5168\u6570\u30c7\u30fc\u30bf\u3067\u6bd4\u8f03\u7684\u5b89\u5b9a\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u63a8\u5b9a\u3092\u884c\u3063\u305f\u5f8c\u3067\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u66f4\u65b0\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u3082\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u305d\u3046\u3067\u3059\u306d\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u4e88\u6e2c\u3092\u3067\u304d\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u6700\u65b0\u306e\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u3084\u65b0\u305f\u306a\u5e83\u544a\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306b\u3082\u77ac\u6642\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u4e00\u6642\u9593\u3054\u3068\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u4e0d\u53ef\u80fd\u306a\u3053\u3068\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u90e8\u5206\u3092\u53d6\u308a\u6255\u3063\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30bf\u30a4\u30e0\u51e6\u7406\u3092\u884c\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3060\u3051\u3067\u5b8c\u7d50\u3059\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u305d\u308c\u306b\u306f\u5c11\u3057\u96e3\u3057\u3044\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306f\u540c\u3058\u30c7\u30fc\u30bf\u3067\u3082\u9806\u5e8f\u3092\u5909\u3048\u3066\u4f55\u5ea6\u304b\u5165\u529b\u3057\u3066\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3057\u306a\u3044\u3068\u5165\u3063\u3066\u304d\u305f\u30c7\u30fc\u30bf\u306e\u5165\u529b\u9806\u5e8f\u306b\u30e2\u30c7\u30eb\u304c\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u3092\u884c\u3046\u5834\u5408\u306f\u4e00\u56de\u3060\u3051\u3057\u304b\u30c7\u30fc\u30bf\u3092\u8aad\u307e\u305b\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3068\u601d\u3046\u306e\u3067\u3059\u304c\u3001\u305d\u308c\u3060\u3068\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u3046\u307e\u304f\u53ce\u675f\u3059\u308b\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u65b0\u3057\u304f\u5165\u3063\u3066\u304d\u305f\u30c7\u30fc\u30bf\u3060\u3051\u3067\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u60aa\u304f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3082\u5b89\u5b9a\u3057\u3066\u3044\u306a\u3044\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306f\u4f7f\u3044\u305f\u3044\u3001\u3068\u3002\u3053\u308c\u306f\u6280\u8853\u7684\u306b\u306f\u306a\u3093\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u6280\u8853\u4f53\u7cfb\u3068\u3057\u3066\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u3068\u547c\u3070\u308c\u3066\u3044\u308b\u3082\u306e\u306e\u4e00\u7a2e\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u79c1\u304c\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3082\u306e\u306f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5b66\u7fd2\u3068\u547c\u3093\u3067\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7528\u3044\u305f\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u3068Hadoop\u4e0a\u3067\u306e\u30d0\u30c3\u30c1\u5b66\u7fd2\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304b\u3089\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5b66\u7fd2\u3068\u547d\u540d\u3057\u307e\u3057\u305f\u3002\u4ed6\u306b\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u3092\u884c\u3046\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u3057\u3066\u306f\u3001Jubatas\u203b12\u3068\u3044\u3046NTT\u3068PFI\u304c\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u56fd\u5185\u3067\u6709\u540d\u3067\u3059\u306d\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u4eca\u56de\u306e\u5171\u540c\u7814\u7a76\u3067\u3082\u6d3b\u7528\u3057\u3066\u3044\u308b\u6cb9\u4e95\u3055\u3093\u306eHivemall\u306f\u3069\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>Hadoop\/Hive\u3068\u306e\u89aa\u548c\u6027\u304c\u9ad8\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002\u73fe\u5728\u3001Hivemall\u306f\u56de\u5e30\u5206\u6790\u3068\u30af\u30e9\u30b9\u5206\u985e\u306b\u6ce8\u529b\u3057\u3066\u958b\u767a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u30022012\u5e74\u306b\u767a\u8868\u3055\u308c\u305f\u3070\u304b\u308a\u306e\u8ad6\u6587\u306e\u6210\u679c\u3092\u53d6\u308a\u5165\u308c\u308b\u306a\u3069\u6700\u5148\u7aef\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u642d\u8f09\u3057\u3066\u3044\u308b\u306e\u3082\u58f2\u308a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u3088\u308a\u5177\u4f53\u7684\u306b\u6559\u3048\u3066\u9802\u3051\u307e\u3059\u304b\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>\u4f8b\u3048\u3070\u56de\u5e30\u3067\u3059\u3068\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30(Logistic Regression)\u306f\u5f53\u7136\u642d\u8f09\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u52a0\u3048\u3066Google\u306eGmail\u306b\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u308b\u30d1\u30c3\u30b7\u30d6\u30a2\u30b0\u30ec\u30c3\u30b7\u30d6(Passive-Aggressive)\u30842011\u5e74\u306b\u767a\u8868\u3055\u308c\u305fAROW(Adaptive Regularization of Weights vectors)\u306e\u56de\u5e30\u7248\u304c\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30af\u30e9\u30b9\u5206\u985e\u3067\u306fSCW<span class=\"GINGER_SOFATWARE_correct\">(<\/span>Soft Confidence-Weighted learning<span class=\"GINGER_SOFATWARE_correct\">)<\/span>\u304c\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u3067\u306f\u73fe\u5728\u6700\u3082\u512a\u308c\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3092Hivemall\u3067\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>SCW\u306e\u30d9\u30fc\u30b9\u3068\u306a\u308bCW\uff08Confidence-Weighted\uff09\u306b\u3064\u3044\u3066\u3067\u3059\u304c\u3001\u7c21\u5358\u306b\u8a00\u3046\u3068\u4f4e\u983b\u5ea6\u306b\u51fa\u73fe\u3059\u308b\u30c7\u30fc\u30bf\u306e\u91cd\u307f\u306b\u3064\u3044\u3066\u306f\u81ea\u4fe1\u304c\u306a\u3044\u3068\u307f\u306a\u3057\u3066\u30e2\u30c7\u30eb\u66f4\u65b0\u6642\u306b\u5927\u304d\u304f\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3057\u3001\u9ad8\u983b\u5ea6\u306b\u51fa\u73fe\u3059\u308b\u30c7\u30fc\u30bf\u306e\u91cd\u307f\u306f\u81ea\u4fe1\u304c\u3042\u308b\u3068\u307f\u306a\u3057\u3066\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5c0f\u3055\u304f\u66f4\u65b0\u3059\u308b\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u306e\u51fa\u73fe\u983b\u5ea6\u306b\u5fdc\u3058\u305f\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002SCW\u306fCW\u306e\u6c4e\u5316\u6027\u80fd\uff08\u5b66\u7fd2\u306b\u7528\u3044\u3066\u3044\u306a\u3044\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u8b58\u5225\u3092\u884c\u3063\u305f\u969b\u306e\u6027\u80fd\uff09\u3092\u66f4\u306b\u9ad8\u3081\u305f\u3082\u306e\u3067\u3059\u203b13\u3002<\/p>\n<p><strong>[\u8c4a\u6fa4]\u00a0<\/strong>\u3064\u307e\u308aSCW\u306f\u30ce\u30a4\u30ba\u3084\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30ed\u30d0\u30b9\u30c8(\u9811\u5065)\u3067\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002\u6700\u5f8c\u306b\u3001\u8aad\u8005\u306e\u7686\u69d8\u306b\u4e00\u8a00\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<p><strong>[\u6cb9\u4e95]\u00a0<\/strong>R\u3092\u306f\u3058\u3081\u3068\u3057\u3066\u69d8\u3005\u306a\u5206\u6790\u30c4\u30fc\u30eb\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3057\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30e6\u30fc\u30b6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\uff08GUI\uff09\u3092\u5099\u3048\u308b\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3082\u3042\u308a\u307e\u3059\u304c\u3001GUI\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u306b\u7279\u5316\u3057\u305f\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u4ed8\u3051\u308b\u306e\u3067\u3042\u308c\u3070\u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u899a\u3048\u308b\u65b9\u304c\u7d50\u5c40\u306e\u3068\u3053\u308d\u52b9\u7387\u7684\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<br \/>\nAWS\u306eAmazon Elastic MapReduce\u203b14\u4e0a\u3067\u3082Hive\u3092\u52d5\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u5927\u91cf\u30c7\u30fc\u30bf\u3067\u3042\u3063\u3066\u3082\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002Amazon Elastic MapReduce\u3067\u306f\u3001\u79c1\u304c\u958b\u767a\u3057\u305fHivemall\u3082\u52d5\u304d\u307e\u3059\u304b\u3089\u3001\u662f\u975e\u8a66\u3057\u3066\u9802\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u25a0\u6cb9\u4e95\u3055\u3093\u306e\u3054\u7d4c\u6b74<br \/>\nhttp:\/\/staff.aist.go.jp\/m.yui\/<\/p>\n<p>\u25a0\u6cb9\u4e95\u3055\u3093\u30aa\u30b9\u30b9\u30e1\u66f8\u7c4d<br \/>\n\u300c\u30d0\u30f3\u30c7\u30a3\u30c3\u30c8\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u308b\u6700\u9069\u5316\u624b\u6cd5\u300d \/ John Myles White<br \/>\nhttp:\/\/www.oreilly.co.jp\/books\/9784873116273\/<br \/>\nhttp:\/\/qiita.com\/yuku_t\/items\/6844aac6008911401b19<br \/>\nhttps:\/\/support.google.com\/analytics\/answer\/2844870?hl=ja<br \/>\nA\/B\u30c6\u30b9\u30c8\u306f\u5e38\u8b58\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u6700\u8fd1\u3067\u306f\u591a\u6900\u30d0\u30f3\u30c7\u30a3\u30c3\u30c9\u3068\u3044\u3046<br \/>\n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5e83\u544a\u306e\u6700\u9069\u5316\u306b\u4f7f\u308f\u308c\u3060\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u5e83\u544a\u696d\u754c\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e<br \/>\n\u65b9\u306b\u304a\u52e7\u3081\u3067\u3059\u3002\u30da\u30fc\u30b8\u6570\u306f\u5c11\u306a\u3044\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306e\u672c\u3067\u3059\u304c\u3001\u5b9f\u30b3\u30fc\u30c9\u4f8b\u304c\u8c4a\u5bcc\u306a\u306e\u3067\u53c2\u8003\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u203b1. \u672a\u8e0f\u30e6\u30fc\u30b9,\u30b9\u30fc\u30d1\u30fc\u30af\u30ea\u30a8\u30a4\u30bf<br \/>\nhttp:\/\/www.ipa.go.jp\/files\/000025316.pdf<br \/>\nhttp:\/\/www.ipa.go.jp\/jinzai\/mitou\/talent_index.html<br \/>\n\u203b2.SAS Japan<br \/>\nhttp:\/\/www.sas.com\/offices\/asiapacific\/japan\/<br \/>\n\u203b3. Teradata in database analytics\/sas<br \/>\nhttp:\/\/teradata-j.com\/partner\/sas\/index.html<br \/>\n\u203b4.Hivemall<br \/>\nhttps:\/\/github.com\/myui\/hivemall<br \/>\n\u203b5.Sloan Digital Sky Survey<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"B1zoF8dBtR\"><p><a href=\"https:\/\/www.sdss.org\/\">Home<\/a><\/p><\/blockquote>\n<p><iframe title=\"&#8220;Home&#8221; &#8212; SDSS\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" src=\"https:\/\/www.sdss.org\/embed\/#?secret=B1zoF8dBtR\" data-secret=\"B1zoF8dBtR\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><br \/>\n\u203b6.\u8d64\u65b9\u504f\u79fb\uff08Wikipedia\uff09<br \/>\nhttp:\/\/ja.wikipedia.org\/wiki\/%E8%B5%A4%E6%96%B9%E5%81%8F%E7%A7%BB<br \/>\n\u203b7.Deep Learning<br \/>\nhttp:\/\/wired.jp\/2012\/07\/06\/google-recognizes-kittens\/<br \/>\nhttp:\/\/research.preferred.jp\/2012\/11\/deep-learning\/<br \/>\n\u203b8.IBM \u30ef\u30c8\u30bd\u30f3<br \/>\nhttp:\/\/www-06.ibm.com\/ibm\/jp\/lead\/ideasfromibm\/watson\/<br \/>\n\u203b9. \u65e5\u3005\u9032\u5316\u3059\u308bHadoop\u3002\u3053\u308c\u307e\u3067\u306e\u304a\u3055\u3089\u3044\u3068\u6700\u8fd1\u306e\u52d5\u5411<br \/>\nhttp:\/\/www.publickey1.jp\/blog\/12\/hadoop_3.html<br \/>\n\u203b10.Cloudera, Impala<br \/>\nhttp:\/\/www.cloudera.co.jp\/blog\/cloudera-impala-real-time-queries-in-apache-hadoop-for-real.html<br \/>\n\u203b11. DB-hadoop\uff08\u9010\u6b21\/\u30d0\u30c3\u30c1\uff09\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u5b66\u7fd2<br \/>\n<iframe loading=\"lazy\" title=\"A Database-Hadoop Hybrid Approach to Scalable Machine Learning\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/yRKATfwXCnsl9t\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/myui\/bigdata2013myui\" title=\"A Database-Hadoop Hybrid Approach to Scalable Machine Learning\" target=\"_blank\">A Database-Hadoop Hybrid Approach to Scalable Machine Learning<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/myui\" target=\"_blank\">Makoto Yui<\/a><\/strong> <\/div>\n<p>\u203b12.Jubatas<br \/>\nhttp:\/\/jubat.us\/ja\/<br \/>\n\u203b13.AROW, SCW\u306e\u7d39\u4ecb\u3001\u8ad6\u6587\u306e\u30ea\u30f3\u30af\u304c\u3042\u308b\u30b5\u30a4\u30c8<br \/>\n<iframe title=\"\u30aa\u30f3\u30e9\u30a4\u30f3\u7dda\u5f62\u5206\u985e\u5668\u3068SCW - Sideswipe\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/hatenablog-parts.com\/embed?url=http%3A%2F%2Fkazoo04.hatenablog.com%2Fentry%2F2012%2F12%2F20%2F000000#?secret=q7zONdClU9\" data-secret=\"q7zONdClU9\" scrolling=\"no\" frameborder=\"0\"><\/iframe><br \/>\n\u203b14.amazon EMR<br \/>\nhttp:\/\/aws.amazon.com\/jp\/elasticmapreduce\/<\/p>\n<p>\u203b\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u306b\u304a\u3051\u308b\u767a\u8a00\u306f\u500b\u4eba\u306e\u898b\u89e3\u3067\u3042\u308a\u3001\u6240\u5c5e\u3059\u308b\u7d44\u7e54\u306e\u516c\u5f0f\u898b\u89e3\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\u3067\u306f\u30c7\u30fc\u30bf\u5206\u6790\u306b\u95a2\u308f\u308b\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306e\u65b9\u3005\u3092\u304a\u62db\u304d\u3057\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u30b7\u30ea\u30fc\u30ba\u306b\u3082\u53d6\u308a\u7d44\u3080\u904b\u3073\u3068\u306a\u308a\u307e\u3057\u305f\u3002 \u5f53\u30b5\u30a4\u30c8\u306b\u304a\u8d8a\u3057\u4e0b\u3055\u308b\u8aad\u8005\u306e\u7686\u69d8\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u5c11\u3057\u3067\u3082\u304a\u5f79\u306b\u7acb\u3066\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u8a18\u5ff5\u3059\u3079\u304d\u7b2c1\u56de\u76ee\u306f\u7523\u696d\u6280\u8853\u306e\u5e45\u5e83\u3044\u5206\u91ce\u306e\u7814\u7a76\u3092\u884c\u3046\u56fd\u5185\u6700\u5927\u7d1a\u306e\u516c\u7684\u7814\u7a76\u6a5f\u95a2\u3067\u3042\u308b\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240\u306e\u6cb9\u4e95\u8aa0\u7814\u7a76\u54e1\u3092\u304a\u8fce\u3048\u3057\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u6271\u3046\u57fa\u76e4\u6280\u8853\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3064\u3044\u3066\u304a\u8a71\u3092\u4f3a\u3044\u307e\u3059\u3002 2003\u5e74\u829d\u6d66\u5de5\u696d\u5927\u5b66\u5de5\u5b66\u90e8\u5352\u696d\u3002\u5948\u826f\u5148\u7aef\u79d1\u5b66\u6280\u8853\u5927\u5b66\u9662\u5927\u5b66\u535a\u58eb\u524d\u671f\u30fb\u5f8c\u671f\u8ab2\u7a0b\u3092\u305d\u308c\u305e\u308c\u77ed\u7e2e\u4fee\u4e86\u30572009\u5e743\u6708\u535a\u58eb\uff08\u5de5\u5b66\uff09\u3092\u53d6\u5f97\u30022003\u5e747\u6708IPA\u672a\u8e0f\u30e6\u30fc\u30b9\u3001\u30b9\u30fc\u30d1\u30fc\u30af\u30ea\u30a8\u30fc\u30bf\u8a8d\u5b9a\u30022009\u5e74\u65e5\u672c\u5b66\u8853\u632f\u8208\u4f1a\u7279\u5225\u7814\u7a76\u54e1 (PD \u5de5\u5b66)\u3001\u65e9\u7a32\u7530\u5927\u5b66IT\u7814\u7a76\u6a5f\u69cb\u5ba2\u54e1\u7814\u7a76\u54e1\uff08\u517c\u4efb\uff09\u30022010\u5e744\u6708\u3088\u308a\u72ec\u7acb\u884c\u653f\u6cd5\u4eba\u7523\u696d\u6280\u8853\u7dcf\u5408\u7814\u7a76\u6240 \u60c5\u5831\u6280\u8853\u7814\u7a76\u90e8\u9580\u30b5\u30fc\u30d3\u30b9\u30a6\u30a7\u30a2\u7814\u7a76\u30b0\u30eb\u30fc\u30d7\u7814\u7a76\u54e1\u3001\u73fe\u5728\u306b\u81f3\u308b\u3002 &nbsp; [\u8c4a\u6fa4]\u00a0\u305d\u308c\u3067\u306f\u65e9\u901f\u3067\u3059\u304c\u3001\u3054\u7d4c\u6b74\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3092\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002 [\u6cb9\u4e95]\u00a0\u5b66\u90e8\u6642\u4ee3\u304b\u3089\u4e00\u8cab\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5206\u91ce\u3001\u3068\u304f\u306b\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u5c02\u9580\u3068\u3057\u3066\u3044\u307e\u3059\u3002 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Learning\u203b7\u3068\u3044\u3046\u306e\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6614\u6d41\u884c\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(Neural Network)\u306e\u9032\u5316\u7cfb\u3067\u3059\u3002 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[\u6cb9\u4e95]\u00a0MapReduce\u306f\u65e2\u306b\u767a\u8868\u304b\u308910\u5e74\u8fd1\u304f\u7d4c\u3064\u306e\u3067\u3001\u4eca\u5f8c\u3069\u306e\u3088\u3046\u306b\u9032\u5316\u30fb\u5909\u8c8c\u3057\u3066\u3044\u304f\u304b\u6ce8\u76ee\u3057\u3066\u3044\u307e\u3059\u203b9\u3002\u57fa\u76e4\u3092Hadoop\u4e0a\u3067\u52d5\u304f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3042\u308bHive\u306b\u3064\u3044\u3066\u3082\u9ad8\u901f\u5316\u3057\u3088\u3046\u3068\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u65b9\u3005\u3082\u3044\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c7\u30e9\u793e(Cloudera)\u306f\u30a4\u30f3\u30d1\u30e9(Impala)\u203b10\u3068\u3057\u3066\u88fd\u54c1\u5316\u3057\u3066\u3044\u307e\u3059\u306d\u3002\u3053\u308c\u306fHive\u3067\u884c\u308f\u308c\u308b\u306e\u3068\u540c\u69d8\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u89e3\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u3082\u306e\u3067\u3059\u3002 [\u8c4a\u6fa4]\u00a0\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u6271\u3044\u5206\u6790\u307e\u3067\u3084\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u3053\u3068\u306a\u3093\u3067\u3059\u306d\u3002 [\u6cb9\u4e95]\u00a0\u4f8b\u3048\u3070\u4eca\u3084\u3063\u3066\u3044\u308bHive\u306e\u30af\u30a8\u30ea\u304c60\u79d2\u4ee5\u4e0a\u304b\u304b\u3063\u3066\u3044\u305f\u3068\u3057\u3066\u3001\u3053\u308c\u304c3\u79d2\u3067\u7d50\u679c\u304c\u8fd4\u3063\u3066\u304d\u305f\u3068\u3057\u305f\u3089\u5206\u6790\u306e\u8a66\u884c\u56de\u6570\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3088\u306d\u3002\u3064\u307e\u308a\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u7d50\u679c\u3092\u6c42\u3081\u3089\u308c\u308c\u3070\u3001\u7a7a\u3044\u305f\u6642\u9593\u3067\u5206\u6790\u5185\u5bb9\u3092\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 [\u8c4a\u6fa4]\u00a0\u306a\u308b\u307b\u3069\u3002\u6cb9\u4e95\u3055\u3093\u304c\u53d6\u308a\u7d44\u307e\u308c\u305f\u7814\u7a76\u306b\u3064\u3044\u3066\u4f3a\u3048\u307e\u3059\u304b\u3002 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[\u8c4a\u6fa4]\u00a0\u3064\u307e\u308aHadoop\u4e0a\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u5168\u6570\u30c7\u30fc\u30bf\u3067\u6bd4\u8f03\u7684\u5b89\u5b9a\u3057\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u63a8\u5b9a\u3092\u884c\u3063\u305f\u5f8c\u3067\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u66f4\u65b0\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306b\u3082\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002 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Learning\u203b7\u3068\u3044\u3046\u306e\u304c\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6614\u6d41\u884c\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(Neural ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mm-lab.jp\/article\/1219\/\" \/>\n<meta property=\"og:site_name\" content=\"\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\/MARKETING METRICS Lab. &#8211; \u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u9069\u5316\u3092\u8003\u3048\u308b\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\" \/>\n<meta property=\"article:published_time\" content=\"2013-11-01T03:11:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-12-24T03:14:19+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2013\/11\/ssk_img.jpg\" \/>\n<meta name=\"author\" content=\"mm lab\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"mm lab\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/mm-lab.jp\/article\/1219\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/mm-lab.jp\/article\/1219\/\"},\"author\":{\"name\":\"mm 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