婚活サイトのモデリング.ipynb

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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 婚活アプリのシステムモデリング\n",
    "\n",
    "最近婚活アプリが増えてきています。筆者は婚活アプリとは無関係の人間ですが、モデリングの対象としては面白いのではないかと思い、今回モデリングしてみます。\n",
    "\n",
    "## システムモデリング\n",
    "\n",
    "婚活アプリのシステムを以下のようにモデリングしました。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "潜在顧客（独身男性、独身女性）が一定の割合でアプリ利用を始めると仮定します。\n",
    "またアプリ利用者のうち一定の割合でカップルが成立し、退会するとします。\n",
    "また一定の割合でカップル成立を諦めて退会するとします。\n",
    "また、アプリ収益はアプリを利用している男性と女性の人数に比例するとします。\n",
    "\n",
    "システムモデルの書き方については書籍\n",
    "[多モデル思考](https://www.amazon.co.jp/%E5%A4%9A%E3%83%A2%E3%83%87%E3%83%AB%E6%80%9D%E8%80%83-%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E7%9F%A5%E6%81%B5%E3%81%AB%E5%A4%89%E3%81%88%E3%82%8B24%E3%81%AE%E6%95%B0%E7%90%86%E3%83%A2%E3%83%87%E3%83%AB-%E3%82%B9%E3%82%B3%E3%83%83%E3%83%88%E3%83%BB-%E3%83%BB%E3%83%9A%E3%82%A4%E3%82%B8/dp/462785501X)を参考にしました。\n",
    "\n",
    "## Juliaによる実装\n",
    "まず、使用するパッケージをコンパイルします。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## パラメーターの定義\n",
    "各パラメーターを仮に以下のように定義します。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [],
   "source": [
    "step = 100; #計算ステップ数\n",
    "\n",
    "n_m = 10000; #独身男性の数\n",
    "n_w = 10000; #独身女性の数\n",
    "\n",
    "n_ma0 = 100; #アプリを使っている男性数の初期値\n",
    "n_wa0 = 100; #アプリを使っている女性数の\n",
    "\n",
    "p_ma = 0.001; #アプリを始める男性の確率\n",
    "p_wa = 0.001; #アプリを始める女性の確率\n",
    "\n",
    "p_c = 0.1; #アプリ内でカップル成立して退会する確率\n",
    "\n",
    "p_mr = 0.01; #男性が相手が見つからず退会する確率\n",
    "p_wr = 0.01; #女性が相手が見つからず退会する確率\n",
    "\n",
    "g_m = 1; #男性会員一人あたりの料金\n",
    "g_w = 1; #女性会員一人あたりの料金\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 人数変動の実装\n",
    "calculation関数の中で1ステップ毎の人数変動を記述し、それをfor文で繰り返します。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "calculation (generic function with 1 method)"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function calculation(step,n_m,n_w,n_ma0,n_wa0,p_ma,p_wa,p_c,p_mr,p_wr,g_m,g_w)\n",
    "    A = zeros(step,5);\n",
    "    A[1,1] = n_ma0;\n",
    "    A[1,2] = n_wa0;\n",
    "    A[1,4] = n_m\n",
    "    A[1,5] = n_w\n",
    "    \n",
    "    for i = 2:step\n",
    "     A[i,1] = A[i-1,1] + (p_ma * A[i-1,4] - p_mr * A[i-1,1] - p_c *min(A[i-1,1] , A[i-1,2])/2)\n",
    "     A[i,2] = A[i-1,2] + (p_wa * A[i-1,5] - p_wr * A[i-1,2] - p_c *min(A[i-1,1] , A[i-1,2])/2)\n",
    "     A[i,4] = A[i-1,4] - (p_ma * A[i-1,4])\n",
    "     A[i,5] = A[i-1,5] - (p_wa * A[i-1,5])\n",
    "    end\n",
    "    \n",
    "    A[:,3] = g_m.*A[:,1] + g_w*A[:,2];\n",
    "    \n",
    "    return A\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 計算の実行\n",
    "与えられたパラメーターで計算を実行してみます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "Result = calculation(step,n_m,n_w,n_ma0,n_wa0,p_ma,p_wa,p_c,p_mr,p_wr,g_m,g_w);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "また、結果をプロットします。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot([1:step],Result[:,1:3],xlabel=\"step\",label = [\"n_ma\" \"n_wa\" \"total\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**n_ma**は男性のアプリ利用者数、**n_wa**は女性のアプリ利用者数、**total**はその合計となります。結果、はじめは利用者人数は伸びていくものの、応じて退会者数も増えていくのでステップが進むと伸び悩みになります。\n",
    "\n",
    "## パラメーターの影響検討\n",
    "アプリ利用者数を増やすためにパラメーターの変更を検討してみます。\n",
    "今回は例の1つとして、**『男性と女性の会員数に差をつけたらどうなるか』** を検討してみます。\n",
    "これまで男性と女性のアプリを始める確率は同じでしたが、それに差をつけ、以下のようにします。\n",
    "``` julia\n",
    "p_ma = 0.001; #アプリを始める男性の確率\n",
    "p_wa = 0.0005; #アプリを始める女性の確率\n",
    "```\n",
    "\n",
    "この結果をプロットしてみます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
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       "  1061.54,512.96 1082.37,502.909 1103.21,492.958 1124.04,483.109 1144.88,473.36 1165.72,463.713 1186.55,454.169 1207.39,444.726 1228.23,435.387 1249.06,426.15 \n",
       "  1269.9,417.016 1290.73,407.984 1311.57,399.056 1332.41,390.229 1353.24,381.505 1374.08,372.883 1394.92,364.363 1415.75,355.945 1436.59,347.627 1457.42,339.41 \n",
       "  1478.26,331.294 1499.1,323.277 1519.93,315.359 1540.77,307.54 1561.61,299.819 1582.44,292.196 1603.28,284.67 1624.11,277.24 1644.95,269.906 1665.79,262.667 \n",
       "  1686.62,255.522 1707.46,248.472 1728.29,241.514 1749.13,234.649 1769.97,227.875 1790.8,221.192 1811.64,214.6 1832.48,208.097 1853.31,201.683 1874.15,195.357 \n",
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      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Result2 = calculation(step,n_m,n_w,n_ma0,n_wa0,p_ma,0.0005,p_c,p_mr,p_wr,g_m,g_w);\n",
    "plot([1:step],Result2[:,1:3],xlabel=\"step\",label = [\"n_ma\" \"n_wa\" \"total\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上記のようにトータルの会員数は、男性と女性が同数の場合よりも多くなりました。これは女性の数が少なくなったことでカップル成立件数が低下したことが要因となります。アプリとしてはどうかとは思いますが、このように直感的にはなかなか思いつかない方策をモデリングから検討することができます。\n",
    "\n",
    "ただ、今回のモデルはパラメーターが多く、またそのパラメーターの値も適当につけざるを得ないためモデルの正確性はかなり低いだろうと思います。あくまで定性的なお遊びに過ぎません。（モデルを作ってもパラメーターの妥当な値がわからないため評価が難しくなるということが往々にあります。そういった場合にどうしていくかは今後の課題になりそうです）\n",
    "\n",
    "今回はここまでにします。"
   ]
  }
 ],
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