{"id":643,"date":"2019-10-18T10:20:35","date_gmt":"2019-10-18T01:20:35","guid":{"rendered":"https:\/\/info.zanet.biz\/?p=643"},"modified":"2025-06-04T09:42:58","modified_gmt":"2025-06-04T00:42:58","slug":"openbugs%e3%81%ae%e4%bd%bf%e3%81%84%e6%96%b9%ef%bc%9a%e7%ac%ac%e4%b8%80%e6%ad%a9","status":"publish","type":"post","link":"https:\/\/info.zanet.biz\/?p=643","title":{"rendered":"OpenBUGS\u306e\u4f7f\u3044\u65b9\uff1a\u7b2c\u4e00\u6b69"},"content":{"rendered":"\n
<\/div>

\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3063\u3066\u8907\u96d1\u305d\u3046\u3067\u3059\u306d\u3002<\/p>

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\u6bd4\u8f03\u3059\u308b\u4ecb\u5165\u304c3\u3064\u4ee5\u4e0a\u306f\u3042\u308b\u304b\u3089\u306d\u3002\u539f\u7406\u306f\u30da\u30a2\u6bd4\u8f03\u306e\u30e1\u30bf\u30a2\u30ca\u30ea\u30b7\u30b9\u3068\u540c\u3058\u306a\u3093\u3060\u3051\u3069\u3002<\/p>

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BUGS\u3092\u4f7f\u3046\u5834\u5408\u304c\u591a\u3044\u307f\u305f\u3044\u3060\u3057\u3001\u305d\u308c\u3082\u96e3\u3057\u305d\u3046\u306a\u611f\u3058\u3002BUGS\u3063\u3066Bayesian inference using Gibbs Sampling\u306e\u3053\u3068\u3067\u3057\u3087\u3002OpenBUGS\u3092\u4f7f\u3046\u3063\u3066\u3044\u3046\u3068\u3053\u308d\u3067\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u304b\u306a\u3002\u307e\u305a\u306f\u3001OpenBUGS\u3063\u3066\u4f55\u304b\u77e5\u308a\u305f\u3044\u306a\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
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\u3060\u3044\u305f\u3044\u30d9\u30a4\u30b8\u30a2\u30f3\u3066\u4f55\u3060\u304b\u308f\u304b\u3089\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u306d\u3002\u3067\u3082OpenBUGS\u3092\u52d5\u304b\u3057\u3066\u89e3\u6790\u7d50\u679c\u3092\u5f97\u308b\u3068\u3053\u308d\u307e\u3067\u306f\u3060\u308c\u3067\u3082\u3067\u304d\u308b\u306f\u305a\u3002Network Meta-analysis\u306b\u306fOpenBGUS\u3092\u4f7f\u3046\u306e\u304c\u4e00\u822c\u7684\u3060\u3057\u3001\u30b3\u30fc\u30c9\u3082\u3044\u3063\u3071\u3044\u767a\u8868\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u3001\u5168\u90e8\u81ea\u5206\u3067\u66f8\u304b\u306a\u304f\u3066\u3082\u305d\u308c\u3092\u4f7f\u3063\u3066\u89e3\u6790\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002\u3060\u304b\u3089\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u305f\u3044\u3067\u3059\u3088\u306d\u3002

\u307e\u305a\u306fPC\u3067\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u308b\u5fc5\u8981\u304c\u3042\u308b\u3093\u3060\u3002\u305d\u308c\u304c\u78ba\u7387\u7684\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u3060\u3057\u3001\u30d9\u30a4\u30ba\u63a8\u5b9aBayesian inference\u3067\u7528\u3044\u308bMarkov Chain Monte Carlo (MCMC) simulation\u306e\u8981\u3060\u304b\u3089\u3002\u305d\u308c\u3092OpenBGUS\u3067\u5b9f\u884c\u3057\u306a\u304c\u3089\u3001OpenBUGS\u306e\u4f7f\u3044\u65b9\u3092\u898b\u3066\u307f\u3088\u3046\u3002

\u305f\u3068\u3048\u3070\u3001BUGS\u306e\u30b3\u30fc\u30c9\u3001\u3064\u307e\u308a\u30d7\u30ed\u30b0\u30e9\u30e0\u3067

mu~dnorm(0,0.0001)

\u3063\u3066\u66f8\u3044\u3066\u3042\u308b\u610f\u5473\u308f\u304b\u308b\uff1f<\/p>

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d\u306fdistribution\u3067\u5206\u5e03\u3068\u3044\u3046\u610f\u5473\u3067\u3057\u3087\u3046\u3002norm\u306f\u6b63\u898f\u5206\u5e03normal distribution\u306e\u3053\u3068\u3067\u3057\u3087\u3046\u3002dnorm()\u306f()\u304c\u3064\u3044\u3066\u3044\u308b\u306e\u3067\u3001\u95a2\u6570\u3068\u3044\u3046\u610f\u5473\u3067\u3002\u3002\u30020\u304c\u5e73\u5747\u5024\u30010.0001\u306f\u6a19\u6e96\u504f\u5dee\u304b\u5206\u6563\u304b\u3001\u305f\u3057\u304bBUGS\u3067\u306f\u5206\u6563\u306e\u9006\u6570\u3064\u307e\u308a\u7cbe\u5ea6\u3067\u6307\u5b9a\u3059\u308b\u306f\u305a\u3002\u3060\u304b\u3089\u3001\u5e73\u5747\u50240\u3001\u7cbe\u5ea60.0001\u3064\u307e\u308a\u5206\u6563\u306a\u308910,000\u3001\u6a19\u6e96\u504f\u5dee\u306a\u3089100\u306e\u6b63\u898f\u5206\u5e03\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u30921\u500b\u5f97\u3066\u3001\u5909\u6570mu\u306b\u683c\u7d0d\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u3088\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

\u305d\u3046\u305d\u3046\u3001\u305d\u306e\u901a\u308a\u3002\u95a2\u6570\u306a\u3093\u3066\u3088\u304f\u77e5\u3063\u3066\u308b\u306d\u30020\u30680.0001\u306f\u95a2\u6570\u306b\u4e0e\u3048\u308b\u5f15\u6570\uff08\u3072\u304d\u3059\u3046\uff09\u3060\u3088\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
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\u305d\u3046\u3067\u3059\u306d\u3002\u3082\u3057\u3053\u306e\u30b3\u30fc\u30c9\u3092\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3059\u308b\u3068mu\u306f0\u4ed8\u8fd1\u306e\u5024\u304c\u4e00\u756a\u591a\u304f\u306a\u308b\u3051\u3069\u3001\u6a19\u6e96\u504f\u5dee\u304c100\u3060\u304b\u3089\u3001\u304b\u306a\u308a\u7bc4\u56f2\u306e\u5e83\u3044\u5024\u304c\u5f97\u3089\u308c\u307e\u3059\u306d\u3002\u305d\u3046\u3067\u3057\u3087\u3046\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
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OpenBUGS\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\u3002MRC Biostatistics Unit\u306eThe OpenBUGS project<\/a>\u306e\u30da\u30fc\u30b8\u3067\u3001Windows installer\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3053\u308d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u306eexe\u30d5\u30a1\u30a4\u30eb\u306eZIP\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002ZIP\u30d5\u30a1\u30a4\u30eb\u306e\u4e2d\u306eOpenBUGS323setup.exe\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u6761\u4ef6\u306e\u307e\u307e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3002\u901a\u5e38\u306eWindows\u7528\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u540c\u3058\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
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\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066OpenBUGS\u3092\u8d77\u52d5\u3057\u3066\u3001File\u30e1\u30cb\u30e5\u30fc\u304b\u3089New\u3092\u9078\u3076\u3068Editor\u753b\u9762\u304c\u51fa\u3066\u304d\u307e\u3059\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u305d\u3046\u3002\u305d\u3053\u306b\u3053\u3046\u66f8\u304d\u8fbc\u3093\u3067\u307f\u3066\u3002
#Random sampling
model{
mu~dnorm(0,0.0001)
}

\u3053\u3093\u306a\u98a8\u306bmodel{ }\u306e{ }\u306e\u4e2d\u306b\u52d5\u304b\u3059\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002\u4eca\u56de\u306f\u3057\u306a\u3044\u3051\u3069\u3001\u30c7\u30fc\u30bf\u3084\u521d\u671f\u5024\u306f\u305d\u306e\u5916\u5074\u306b\u66f8\u304d\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u306f#\u306b\u7d9a\u3051\u3066\u66f8\u304d\u307e\u3059\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

Attributes\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u30d5\u30a9\u30f3\u30c8\u309212 Point\u306b\u3057\u3066\u3001\u5b57\u3092\u5927\u304d\u304f\u8868\u793a\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u304b\u3089\u3001\u66f8\u304d\u8fbc\u307f\u307e\u3057\u305f\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u3053\u308c\u3067\u3044\u3044\u306d\u3002

\u3053\u306e\u30b3\u30fc\u30c9\u3092\u52d5\u304b\u3059\u624b\u9806\u3092\u8aac\u660e\u3059\u308b\u306d\u3002\u307e\u305a\u3001Model\u30e1\u30cb\u30e5\u30fc\u304b\u3089Specification…\u3092\u9078\u3073\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3068Specification Tool\u306e\u753b\u9762\u304c\u51fa\u3066\u304d\u307e\u3059\u3002\u305d\u3057\u305f\u3089\u3001\u30b3\u30fc\u30c9\u306emodel\u306e\u6587\u5b57\u5217\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u305f\u72b6\u614b\u306b\u3057\u307e\u3059\u3002\u3084\u3063\u3066\u307f\u3066\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
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\u3053\u3046\u3067\u3059\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u305d\u3046\u3002\u305d\u3057\u305f\u3089\u3001check model\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3053\u306e\u30b3\u30fc\u30c9\u3092\u8aad\u307f\u8fbc\u307e\u305b\u308b\u3068\u3068\u3082\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u6574\u5408\u6027\u3092\u30c1\u30a7\u30c3\u30af\u3055\u305b\u307e\u3059\u3002\u554f\u984c\u306a\u3051\u308c\u3070\u3001Editor\u753b\u9762\u306e\u4e0b\u306e\u67a0\u306bmodel syntactically correct\u3068\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>

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\u3042\u3001\u51fa\u307e\u3057\u305f\u3002load data\u3068compile\u306e\u30dc\u30bf\u30f3\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308a\u307e\u3057\u305f\u3088\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u305d\u3046\u3002\u4eca\u56de\u306f\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u306f\u5fc5\u8981\u306a\u3044\u306e\u3067\u3001load data\u306f\u98db\u3070\u3057\u3066\u3001compile\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>

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<\/div>

compile\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3089\u3001\u4e0b\u306bmodel compiled\u3068\u51fa\u307e\u3057\u305f\u3002load inits\u3068gen inits\u306e\u30dc\u30bf\u30f3\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308a\u307e\u3057\u305f\u306d\u3002inits\u3063\u3066\u521d\u671f\u5024\u306e\u8a2d\u5b9a\u306e\u3053\u3068\u3067\u3059\u304b\uff1f<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u306a\u3093\u3060\u3002Markov Chain Monte Carlo (MCMC) simulation\u3092\u3059\u308b\u3068\u304d\u306b\u6700\u521d\u306e\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3093\u3067\u3059\u3002OpenBUGS\u306f\u3001\u666e\u901a\u306fGibbs sampler\u3092\u7528\u3044\u3066MCMC simulation\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f5c\u3089\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u521d\u671f\u5024\u306e\u8a2d\u5b9a\u3092\u3057\u306a\u3044\u3068\u6b21\u306b\u9032\u3081\u306a\u3044\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3093\u3060\u3002
\u3053\u306eEditor\u753b\u9762\u306emodel{ }\u306e\u4e0b\u306b\u66f8\u304d\u8fbc\u3093\u3067\u304a\u3044\u3066\u3001\u305d\u308c\u3092load inits\u3067\u8aad\u307f\u8fbc\u307e\u305b\u3066\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3093\u3060\u3051\u3069\u3001\u4eca\u56de\u306fdnorm(0,0.0001)\u3092\u4e00\u56de\u5b9f\u884c\u3055\u305b\u3066\u5f97\u3089\u308c\u305f\u5024\u3092\u7528\u3044\u308b\u3053\u3068\u306b\u3057\u3066\u3001gen inits\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3057\u3087\u3046\u3002gen inits\u306fgenerate initial values\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u306d\u3002<\/p>

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\u306f\u30fc\u3044\u3001\u3084\u3063\u3066\u307f\u307e\u3057\u305f\u3002\u4e0b\u306e\u65b9\u306b\u3001initial values generated model initialized\u3068\u51fa\u307e\u3057\u305f\u3002\u3053\u308c\u3067\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u307f\u305f\u3044\u3067\u3059\u306d\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u306e\u901a\u308a\u3002\u305d\u308c\u3067\u306f\u3001mu\u306e\u5024\u3092\u8a18\u9332\u3059\u308b\u305f\u3081\u306b\u3001Inference\u30e1\u30cb\u30e5\u30fc\u304b\u3089Samples…\u3092\u9078\u3093\u3067\u3001Sample Monitor Tool\u306e\u753b\u9762\u3092\u51fa\u3057\u307e\u3057\u3087\u3046\u3002<\/p>

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\u306f\u3044\u3002\u3053\u3046\u3067\u3059\u306d\u3002node\u3063\u3066\u66f8\u3044\u3066\u3042\u308a\u307e\u3059\u306d\u3002OpenBUGS\u3067\u306fvariable\u3058\u3083\u306a\u304f\u3066\u3001node\u3068\u3044\u3046\u8a00\u3044\u65b9\u3092\u3059\u308b\u3093\u3067\u3059\u306d\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
<\/div>

\u305d\u3046\u3001\u305d\u3053\u306b\u8a18\u9332\u3057\u305f\u3044\u5909\u6570\u306e\u540d\u524d\u3092\u5165\u529b\u3057\u3066set\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u3001mu\u3072\u3068\u3064\u3057\u304b\u306a\u3044\u306e\u3067\u3001mu\u3068\u5165\u529b\u3059\u308b\u3068\u3001set\u30dc\u30bf\u30f3\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308b\u306e\u3067\u3001\u305d\u306e\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3060\u3051\u3067\u3059\u3002
\u666e\u901a\u306f\u3001\u3082\u3063\u3068\u305f\u304f\u3055\u3093\u8a18\u9332\u3057\u305f\u3044\u5909\u6570\u304c\u3042\u308b\u306e\u3067\u3001\u30b3\u30fc\u30c9\u3092\u773a\u3081\u306a\u304c\u3089\u3001\u8a2d\u5b9a\u4f5c\u696d\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002
\u8a18\u9332\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u306f\u3001\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u305f\u5024\u3092\u5f8c\u3067\u51fa\u3066\u304f\u308bupdate\u306e\u6570\u3060\u3051\u3001\u5168\u90e8\u8a18\u9332\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u3059\u3002\u305d\u306e\u5024\u304b\u3089\u3001\u5e73\u5747\u5024\u3092\u8a08\u7b97\u3057\u305f\u308a\u3001\u5206\u5e03\u3092\u898b\u305f\u308a\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002
\u666e\u901a\u306eMCMC\u306e\u5834\u5408\u306f\u3001\u3053\u306enode\u306e\u8a2d\u5b9a\u3092\u3059\u308b\u524d\u306b\u3001Burn-in\u3068\u3044\u3046\u3001\u8a18\u9332\u3057\u306a\u3044\u3067\u3001MCMC\u3092\u5b9f\u884c\u3055\u305b\u3001\u5e73\u8861\u72b6\u614b\u306b\u9054\u3057\u305f\u5f8c\u306bnode\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u305d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u98db\u3070\u3057\u3066\u3001\u6700\u521d\u304b\u3089\u8a18\u9332\u3055\u305b\u307e\u3059\u3002<\/p>

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\u306f\u3044\u3001mu\u3068\u5165\u529b\u3057\u3066set\u3057\u307e\u3057\u305f\u3002set\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068node\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u7a7a\u306b\u306a\u3063\u3066\u3001\u4e0b\u306e\u30dc\u30bf\u30f3\u304c\u5168\u90e8\u3059\u3050inactive\u306b\u306a\u308a\u307e\u3059\u306d\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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\u305d\u3046\u305d\u3046\u3002\u9023\u7d9a\u3057\u3066node\u306e\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u3084\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3093\u3060\u306d\u3002\u8a2d\u5b9a\u3057\u305fnode (\u5909\u6570\u540d\uff09\u306fnode\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u53f3\u306b\u3042\u308b\u30d7\u30eb\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u3092\u958b\u304f\u3068\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002

\u4eca\u5ea6\u306f\u3001\u3044\u3088\u3044\u3088\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u3093\u3060\u3051\u308c\u3069\u3001Model\u30e1\u30cb\u30e5\u30fc\u304b\u3089Update…\u3092\u9078\u3093\u3067\u3001Update Tool\u306e\u753b\u9762\u3092\u51fa\u3057\u3066\u307f\u3066\u3002\u305d\u306eupdates\u3068\u3044\u3046\u3068\u3053\u308d\u306b\u3001\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u4f55\u56de\u5b9f\u884c\u3059\u308b\u304b\u3001\u3064\u307e\u308a\u4f55\u500b\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u3092\u5f97\u308b\u304b\u3092\u8a2d\u5b9a\u3059\u308b\u3093\u3060\u3002<\/p>

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\u3053\u3046\u3067\u3059\u306d\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fupdates\u304c1000\u306b\u306a\u3063\u3066\u307e\u3059\u306d\u3002\u4eca\u56de\u306f\u300110000\u306b\u3057\u3066\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u304b\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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\u591a\u304f\u306e\u5834\u5408\u30011\u4e07\u304b\u30895\u4e07\u56de\u306e\u8a2d\u5b9a\u3067\u5341\u5206\u307f\u305f\u3044\u3067\u3059\u306d\u3002\u591a\u304f\u3059\u308b\u3068\u51e6\u7406\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u3067\u3001node\u306e\u6570\u304c\u591a\u3044\u3068\u4f55\u5206\u3082\u304b\u304b\u308b\u3053\u3068\u306f\u3088\u304f\u3042\u308b\u3053\u3068\u3067\u3059\u3002<\/p>

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updates 10000\u3067update\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u305f\u3002\u3042\u3063\u3068\u3044\u3046\u9593\u306b\u7d42\u4e86\u3057\u307e\u3057\u305f\u3002\u4e0b\u306e\u65b9\u306b\u30016\u79d2\u304b\u304b\u3063\u305f\u3068\u51fa\u3066\u307e\u3059\u3002\u3053\u308c\u3067\u3001\u5e73\u5747\u50240\u3001\u6a19\u6e96\u504f\u5dee100\u306e\u6b63\u898f\u5206\u5e03\u304b\u3089\u30011\u4e07\u500b\u306e\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u304c\u5f97\u3089\u308c\u3001\u5909\u6570mu\u306b\u683c\u7d0d\u3055\u308c\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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\u305d\u3046\u3067\u3059\u306d\u3002\u5b9f\u969b\u306b\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u5024\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u305d\u306e\u5f8c\u306b\u3001\u5206\u5e03\u3001\u5e73\u5747\u5024\u3001\u4e2d\u592e\u5024\u300195%\u78ba\u4fe1\u533a\u9593\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u3087\u3046\u3002
Sample Monitor Tool\u753b\u9762\u3067\u3001node\u306e\u30d7\u30eb\u30c0\u30a6\u30f3\u30e1\u30cb\u30e5\u30fc\u3092\u958b\u3044\u3066\u3001mu\u3092\u9078\u629e\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002mu\u3068\u5165\u529b\u3057\u3066\u3082\u3044\u3044\u3067\u3059\u3002<\/p>

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node\u306e\u4e0b\u306e\u30dc\u30bf\u30f3\u304c\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308a\u307e\u3057\u305f\u306d\u3002stats\u3068density\u3068coda\u306e\u30dc\u30bf\u30f3\u3082\u30a2\u30af\u30c6\u30a3\u30d6\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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\u305d\u3053\u3067\u3001coda\u306e\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u5024\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3063\u3066\u3069\u3046\u3044\u3046\u3053\u3068\u306a\u306e\u304b\u5206\u304b\u308b\u3068\u601d\u3046\u306e\u3067\u3001\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>

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<\/div>

\u306a\u3093\u304b\u4e8c\u3064\u51fa\u3066\u304d\u307e\u3057\u305f\u3002\u30a6\u30a4\u30f3\u30c9\u30a6\u304c\u91cd\u306a\u308b\u306e\u3067\u3001\u305d\u306e\u90e8\u5206\u3060\u3051\u51fa\u3059\u3068\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3002CODA index\u3068CODAchain 1\u3063\u3066\u3044\u3046\u540d\u524d\u304c\u3064\u3044\u3066\u307e\u3059\u306d\u3002
CODAchain 1\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u5024\u3092\u898b\u308b\u3068\u3001\u30d0\u30e9\u30d0\u30e9\u3067\u3059\u306d\u3002\u672c\u5f53\u306b\u30e9\u30f3\u30c0\u30e0\u306a\u611f\u3058\u3067\u3059\u306d\u3002\u5e73\u5747\u50240\u306e\u6b63\u898f\u5206\u5e03\u3060\u304b\u3089\u30010\u524d\u5f8c\u306e\u5024\u304c\u591a\u3044\u306f\u305a\u3067\u3059\u3088\u306d\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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CODA\u3063\u3066Convergence Diagnostic and Output Analysis\u306e\u3053\u3068\u3089\u3057\u3044\u3093\u3060\u3051\u3069\u3001R\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3067coda<\/a>: Output Analysis and Diagnostics for MCMC\u3068\u3044\u3046\u306e\u304c\u3042\u3063\u3066\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u3001\u3053\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3093\u3067\u3059\u3002
\u4eca\u56de\u306f\u5909\u6570\u4e00\u3064\u3060\u3051\u306a\u306e\u3067\u3001CODA index\u306b\u306fmu\u3068\u3044\u3046\u5909\u6570\u306f1\u884c\u76ee\u304b\u308910000\u884c\u76ee\u307e\u3067\u306e\u5024\u3060\u3068\u3044\u3046\u3053\u3068\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3067\u3059\u306d\u3002\u5225\u306e\u4f8b\u3092\u898b\u305b\u308b\u3051\u3069\u3001\u305d\u308c\u305e\u308c\u306e\u5909\u6570\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u5024\u304c\u3069\u306e\u884c\u304b\u3089\u3069\u306e\u884c\u307e\u3067\u304b\u3068\u3044\u3046\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002
C_new 1 20000
C_overall 20001 40000
LAMBDA 40001 60000
S_new 60001 80000
S_overall 80001 100000
THETA 100001 120000

CODA index\u3082CODAchain 1\u3082\u305d\u306e\u30a6\u30a4\u30f3\u30c9\u30a6\u3092\u9078\u629e\u3057\u3066\u3001File\u30e1\u30cb\u30e5\u30fc\u304b\u3089Save As…\u3067\u30d5\u30a1\u30a4\u30eb\u306e\u7a2e\u985e\u3092Plain text(*.txt)\u306b\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3001\u3042\u3068\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002R\u304b\u3089read.table( )\u3067\u8aad\u307f\u8fbc\u3093\u3067\u89e3\u6790\u3082\u3067\u304d\u307e\u3059\u3002CODA index\u306fdataframe\u3068\u3057\u3066\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3092\u6307\u5b9a\u3057\u3066\u3000CODAchain\u306e\u65b9\u306f\u6570\u5024\u578b\u306evector\u3068\u3057\u3066\u3001\u4f55\u756a\u76ee\u304b\u4f4d\u7f6e\u3092\u6307\u5b9a\u3057\u3066\u5024\u3092\u8aad\u307f\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3093\u3060\u3002

R\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a6\u30a7\u30a2<\/a>\u3067\u7d71\u8a08\u89e3\u6790\u306b\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u306e\u306f\u77e5\u3063\u3066\u308b\u3088\u306d\u3002\u3082\u3057R\u3067\u540c\u3058\u3053\u3068\u3092\u3059\u308b\u306a\u3089\u3001mu=rnorm(10000,0,100)\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u3001\u4e00\u77ac\u30671\u4e07\u500b\u306e\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u304c\u5f97\u3089\u308c\u308b\u3093\u3060\u3051\u3069\u3001\u4eca\u306fOpenBUGS\u306e\u52c9\u5f37\u3002<\/p>

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\u3055\u3066\u305d\u308c\u3067\u306f\u3001\u5206\u5e03\u3092\u307f\u3066\u307f\u307e\u3057\u3087\u3046\u306d\u3002density\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3089\u30b0\u30e9\u30d5\u304c\u51fa\u3066\u304d\u307e\u3057\u305f\u3002stats\u30dc\u30bf\u30f3\u3082\u30af\u30ea\u30c3\u30af\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>

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\"\"<\/figure>\n\n\n\n
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\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u5e73\u5747\u50240\u3067\u6a19\u6e96\u504f\u5dee100\u306e\u6b63\u898f\u5206\u5e03\u3060\u3068\u308f\u304b\u308a\u307e\u3059\u306d\u3002Node statistics\u306e\u5b9f\u969b\u306e\u5024\u3092\u898b\u308b\u3068\u308f\u305a\u304b\u306a\u8aa4\u5dee\u306f\u3042\u308b\u3051\u3069\u3001mean\u306f\u307b\u307c0\u3001sd\u306f\u307b\u307c100\u306b\u306a\u3063\u3066\u307e\u3059\u306d\u3002updates\u3092\u3082\u3063\u3068\u5897\u3084\u3059\u3068\u3001\u3055\u3089\u306b\u6b63\u78ba\u306a\u5024\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u306e\u5206\u5e03\u3092\u4ee3\u8868\u3059\u308b\u5024\u304c\u5f97\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u5b9f\u611f\u3067\u304d\u308b\u306d\u3002<\/p>

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\u304a\u3082\u3057\u308d\u3044\u3067\u3059\u306d\u3002\u5e73\u5747\u5024\u3068\u6a19\u6e96\u504f\u5dee\u306e\u5024\u3092\u8a2d\u5b9a\u3059\u308b\u3068\u305d\u306e\u6b63\u898f\u5206\u5e03\u304b\u3089\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u3092\u5f97\u308b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3093\u3067\u3059\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

\u3055\u3066\u305d\u308c\u3058\u3083\u3001load data\u3068load inits\u3082\u8a66\u3057\u3066\u307f\u3088\u3046\u304b\u3002load data\u3067\u5e73\u5747\u5024\u3068\u6a19\u6e96\u504f\u5dee\u306e\u5024\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u7cbe\u5ea6\u306f\u6a19\u6e96\u504f\u5dee\u306e\u4e8c\u4e57\u5206\u306e1\u3092\u8a08\u7b97\u3055\u305b\u3066\u3001mu\u306e\u521d\u671f\u5024\u306f0\u306b\u8a2d\u5b9a\u3057\u3066\u3001updates\u306f50000\u306b\u3057\u3066\u3084\u3063\u3066\u307f\u3088\u3046\u3002

\u89e3\u6790\u306b\u5fc5\u8981\u306a3\u3064\u306e\u30a6\u30a4\u30f3\u30c9\u30a6\u306f\u540c\u6642\u306b\u8868\u793a\u3067\u304d\u308b\u306e\u3067\u3001\u4eca\u5ea6\u306fModel\u30e1\u30cb\u30e5\u30fc\u304b\u3089Specification…\u3001Inference\u30e1\u30cb\u30e5\u30fc\u304b\u3089Samples…\u3001\u3055\u3089\u306bModel\u30e1\u30cb\u30e5\u30fc\u304b\u3089Update…\u3092\u9078\u3093\u3067\u3001Specification Tool\u3001Sample Monitor Tool\u3001Update Tool\u306e3\u3064\u306e\u30a6\u30a4\u30f3\u30c9\u30a6\u3092\u8868\u793a\u3055\u305b\u3066\u304b\u3089\u4ee5\u4e0b\u306e\u64cd\u4f5c\u3092\u3084\u3063\u3066\u307f\u3088\u3046\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>

\u64cd\u4f5c\u306e\u9806\u5e8f\u306f\u540c\u3058\u3067\u3059\u306d\u3002\u9806\u756a\u306b\u3001
1. \u30b3\u30fc\u30c9\u306emodel\u90e8\u5206\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u305f\u3089check model\u306e\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001
2. \u6b21\u306b#DATA\u306elist\u3068\u3044\u3046\u90e8\u5206\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u3066\u304b\u3089\u3001load data\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002
3. \u6b21\u306b\u3001compile\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001
4. \u4eca\u5ea6\u306f#INITS\u306elist\u3068\u3044\u3046\u90e8\u5206\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u3066\u304b\u3089\u3001load inits\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002
5. \u6b21\u306b\u3001Sample Monitor Tool\u3067node\u306bmu\u3068\u5165\u529b\u3057\u3066\u3001set\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002
6. Update Tool\u3067updates\u3092\u4eca\u5ea6\u306f50000\u306b\u3057\u3066\u3001
7. update\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002\u3053\u3053\u3067\u5c11\u3057\u6642\u9593\u304c\u304b\u304b\u308b\u3002
8. \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u7d42\u4e86\u3057\u305f\u3089\u3001Sample Monitor Tool\u3067node\u306bmu\u3068\u5165\u529b\u3057\u3066\u3001density, stats, coda\u306e\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u7d50\u679c\u3092\u898b\u308b\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

\u305d\u3046\u305d\u3046\u3002\u30b3\u30fc\u30c9\u306f\u3053\u3093\u306a\u98a8\u306b\u306a\u3063\u3066\u3044\u308b\u3093\u3060\u3002

#Random sampling
model{
mu~dnorm(A,prec)
prec<-pow(S,-2)
}
#INITS
list(mu=0)
#DATA
list(A=0, S=100)

\u3053\u306e\u30b3\u30fc\u30c9\u306fEditor\u753b\u9762\u3092\u9078\u629e\u3057\u3066\u3001File\u30e1\u30cb\u30e5\u30fc\u304b\u3089Save…\u3042\u308b\u3044\u306fSave As…\u3067OpenBUGS\u306e\u5f62\u5f0f\u3067\u3042\u308bodc\u3042\u308b\u3044\u306f\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3067\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

\u306a\u308b\u307b\u3069\u300131\u79d2\u3067\u7d42\u4e86\u3057\u307e\u3057\u305f\u306d\u3002\u7d50\u679c\u306f\u307b\u3068\u3093\u3069\u540c\u3058\u3067\u3059\u306d\u3002\u3067\u3082\u5206\u5e03\u306e\u66f2\u7dda\u304c\u306a\u3081\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u308b\u3002

\u30b3\u30fc\u30c9\u3092\u898b\u308b\u3068\u3001\u6a19\u6e96\u504f\u5deeS\u306e2\u4e57\u5206\u306e1\u3092\u8a08\u7b97\u3057\u3066\u3001\u3064\u307e\u308a\u5206\u6563\u306e\u9006\u6570\u3092\u8a08\u7b97\u3057\u3066\u3001prec\u3068\u3044\u3046\u5909\u6570\u306b\u4ee3\u5165\u3059\u308b\u30b3\u30fc\u30c9\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u3066\u3001<-\u3063\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u306d\u3002mu\u306e\u3068\u3053\u308d\u3082\u3001dnorm( )\u306b\u5e73\u5747\u5024\u306fA\u3001\u7cbe\u5ea6\u306fprec\u304c\u5f15\u6570\u3068\u3057\u3066\u8a2d\u5b9a\u3055\u308c\u3066\u307e\u3059\u306d\u3002~\u306f\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30eb\u3092\u4ee3\u5165\u3001<-\u306f\u305d\u306e\u5024\u3092\u4ee3\u5165\u3059\u308b\u3093\u3067\u3059\u306d\u3002

S\u3068A\u306e\u5024\u306f\u3001\u30c7\u30fc\u30bf\u3068\u3057\u3066list\u5f62\u5f0f\u3067\u4e0e\u3048\u3089\u308c\u3066\u3044\u308b\u3093\u3067\u3059\u306d\u3002\u6a19\u6e96\u504f\u5dee\u306e\u65b9\u304c\u308f\u304b\u308a\u3084\u3059\u3044\u304b\u3089\u3053\u3063\u3061\u306e\u65b9\u304c\u3044\u3044\u3067\u3059\u306d\u3002

list\u90e8\u5206\u3092\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3057\u3066\u9078\u629e\u3057\u3066\u304b\u3089load data\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u5024\u304c\u8a2d\u5b9a\u3055\u308c\u308b\u308f\u3051\u3067\u3059\u306d\u3002list\u306e\u4e2d\u306f\u30b3\u30f3\u30de\u3067\u533a\u5207\u3063\u3066\u8907\u6570\u306e\u5909\u6570\u306e\u8a2d\u5b9a\u304c\u3067\u304d\u308b\u3093\u3067\u3059\u306d\u3002\u305d\u308c\u3068=\u3067\u4ee3\u5165\u304c\u884c\u308f\u308c\u308b\u3093\u3067\u3059\u306d\u3002\u30b3\u30fc\u30c9\u306e\u4e2d\u3067\u306f\u3001<-\u3092\u4f7f\u3046\u306e\u3068\u9055\u3044\u307e\u3059\u3002

mu\u306e\u521d\u671f\u5024\u3082\u540c\u3058\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n
<\/div>

\u306a\u3093\u304b\u3059\u3054\u3044\u3067\u3059\u306d\u3002OpenBGUS\u306e\u64cd\u4f5c\u304c\u5c11\u3057\u5206\u304b\u3063\u3066\u304d\u305f\u306e\u3067\u3001\u6b21\u306f\u3001Network Meta-analysis\u3092\u3084\u3063\u3066\u307f\u305f\u3044\u3067\u3059\u3002<\/p>

<\/div><\/div><\/div>\n\n\n\n

\u7d9a\u304d\u306f\u3053\u3061\u3089\u3002<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

\u7d9a\u304d\u306f\u3053\u3061\u3089\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32,2],"tags":[],"class_list":["post-643","post","type-post","status-publish","format-standard","hentry","category-statistics","category-sr"],"_links":{"self":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/643","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=643"}],"version-history":[{"count":26,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/643\/revisions"}],"predecessor-version":[{"id":1755,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=\/wp\/v2\/posts\/643\/revisions\/1755"}],"wp:attachment":[{"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=643"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=643"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/info.zanet.biz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=643"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}