Raw File
{
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "using FileIO\n",
    "using Plots\n",
    "using JLD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = load(\"normalization3d-test.jld\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "plot((result[\"parameters\"][1])[\"low_line\"], marker=:dot)\n",
    "plot!(result[\"parameters\"][1][\"corrected_low_line\"], marker=:dot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = 2\n",
    "plot((result[\"parameters\"][s])[\"mean_line\"], marker=:dot)\n",
    "plot!(result[\"parameters\"][s][\"corrected_mean_line\"], marker=:dot, ylim=(0, 0.004))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = 3\n",
    "plot((result[\"parameters\"][s])[\"mean_line\"], marker=:dot)\n",
    "plot!(result[\"parameters\"][s][\"corrected_mean_line\"], marker=:dot, ylim=(0, 0.004))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = 56\n",
    "plot((result[\"parameters\"][s])[\"mean_line\"], marker=:dot)\n",
    "plot!(result[\"parameters\"][s][\"corrected_mean_line\"], marker=:dot, ylim=(0, 0.01))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 结论\n",
    "K-means 是有效的,同时没有过拟合。\n",
    "但是拟合的指数函数太直了?"
   ]
  }
 ],
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