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_sources/lectures/ModelSelection.ipynb

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@@ -536,6 +536,8 @@
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"\n",
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" - larger than 10 is \"strong evidence\" in favor of M1.\n",
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"\n",
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" - larger (smaller) than one favors M1 over M2 (M2 over M1)\n",
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"\n",
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" - smaller than 0.1 is \"strong evidence\" in favor of M2.\n",
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"\n",
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" - smaller than 0.01 is \"decisive evidence\" in favor of M2."
@@ -1102,18 +1104,18 @@
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"metadata": {},
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"source": [
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"To summarize in words:\n",
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" - M1 is \"strongly\" (but not \"decisively\") supported by `Da`.\n",
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" - Odds ratio = 15.8 $\\to$ M1 is \"strongly\" (but not \"decisively\") supported by `Da`.\n",
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"\n",
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" - M2 is \"decisively\" supported by `Db`\n",
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" - Odds ratio = 6.3 $\\times 10^{-19}$ $\\to$ M2 is \"decisively\" supported by `Db`\n",
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"\n",
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" - M2 is mildy supported by `Dc`, but the evidence is not \"strong\"."
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" - Odds ratio = 0.2 $\\to$ M2 is mildy supported by `Dc`, but the evidence is not \"strong\"."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"If we have a prior bias that M1 is 10x more likely than M1, this would mostly affect our assessment for `Dc`, which now slightly prefers M1:"
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"If we have a prior bias that M1 is 10x more likely than M1, this would mostly affect our assessment for `Dc`, which now slightly prefers M1 since Odds ratio 0.2 $\\to$ 2.0:"
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]
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},
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{

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