{"id":29283,"date":"2024-10-27T16:17:40","date_gmt":"2024-10-27T16:17:40","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29283"},"modified":"2024-11-26T06:53:17","modified_gmt":"2024-11-26T06:53:17","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%a0%81%ec%b8%b5-lstm-%ec%a3%bc%ea%b0%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29283\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc801\uce35 LSTM \uc8fc\uac00 \uc6c0\uc9c1\uc784\uacfc \uc218\uc775\ub960 \uc608\uce21"},"content":{"rendered":"\n

\ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc8fc\uc2dd \uc790\ub3d9 \ub9e4\ub9e4\ub294 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc8fc\uace0 \uc788\uc5b4\uc694. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc778\uac04\uc758 \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud574\uc11c \uc801\uc808\ud55c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0\uc11c \ud070 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc8e0. \uc624\ub298\uc740 \uc774\ub7f0 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc801\uce35 LSTM\uc744 \uc0ac\uc6a9\ud574 \uc8fc\uac00 \uc6c0\uc9c1\uc784\uacfc \uc218\uc775\ub960\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcfc \uac70\uc608\uc694.<\/p>\n\n\n\n

\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150<\/h3>\n\n\n\n

\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uace0, \ubbf8\ub798 \uc8fc\uac00\ub97c \uc608\uce21\ud558\uac70\ub098 \ub9e4\uc218\uc640 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ub370 \uc0ac\uc6a9\ub3fc\uc694. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uacfc\uac70 \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uae30\uc220\uc801 \uc9c0\ud45c \uac19\uc740 \ub2e4\uc591\ud55c \uc815\ubcf4\ub4e4\uc774 \uc0ac\uc6a9\ub418\uc8e0. \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud604\uc7ac\uc758 \uc2dc\uc7a5 \uc0c1\ud669\uc744 \uc774\ud574\ud558\uace0, \ubbf8\ub798\ub97c \uc608\uce21\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc774 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ud070 \uc7a5\uc810\uc774\uc5d0\uc694.<\/p>\n\n\n\n

\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud574\uc11c \ud328\ud134\uc744 \ucc3e\uace0, \uadf8 \ud328\ud134\uc744 \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798\ub97c \uc608\uce21\ud574\uc694. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc885\ub958\ub85c, \ub354 \ub9ce\uc740 \uce35\uc744 \uac00\uc9c4 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \ub354 \uc798 \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4\uc694. \ud2b9\ud788, \uae08\uc735 \ub370\uc774\ud130\ucc98\ub7fc \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 LSTM(Long Short-Term Memory)\uc774\ub77c\ub294 \uc21c\ud658 \uc2e0\uacbd\ub9dd\uc774 \ud6a8\uacfc\uc801\uc774\uc5d0\uc694. LSTM\uc740 \uacfc\uac70 \uc815\ubcf4\ub97c \uc798 \uae30\uc5b5\ud558\ub294 \ub2a5\ub825\uc774 \uc788\uc5b4\uc11c, \uc8fc\uac00\ucc98\ub7fc \uc2dc\uac04\uc774 \uc911\uc694\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc801\ud569\ud574\uc694.<\/p>\n\n\n\n

LSTM\uc758 \uc911\uc694\ud55c \ud2b9\uc9d5 \uc911 \ud558\ub098\ub294, \uacfc\uac70 \ub370\uc774\ud130 \uc911 \uc911\uc694\ud55c \uc815\ubcf4\ub294 \uc798 \uae30\uc5b5\ud558\uace0 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub294 \ubc84\ub9b4 \uc218 \uc788\ub2e4\ub294 \uac70\uc608\uc694. \uadf8\ub798\uc11c \uae08\uc735 \uc2dc\uc7a5\ucc98\ub7fc \uc7a1\uc74c\uc774 \ub9ce\uc740 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c \ub354 \uc88b\uc740 \uc608\uce21 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc904 \uc218 \uc788\uc8e0. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \ub54c\ub294 \ub9ce\uc740 \uc591\uc758 \ub370\uc774\ud130\uac00 \ud544\uc694\ud558\uace0, \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc815\uaddc\ud654 \uac19\uc740 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud574\uc694. \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc774 \ub192\uc744\uc218\ub85d \ubaa8\ub378\uc758 \ud559\uc2b5\uc774 \uc798 \ub418\uace0, \uacb0\uacfc\ub3c4 \uc88b\uc544\uc838\uc694.<\/p>\n\n\n\n

\ub610\ud55c, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ud559\uc2b5\ud558\uba74\uc11c \uacfc\uc801\ud569(overfitting) \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc5b4\uc694. \uacfc\uc801\ud569\uc740 \ubaa8\ub378\uc774 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub108\ubb34 \ub9de\ucdb0\uc838\uc11c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0\ub294 \uc798 \uc791\ub3d9\ud558\uc9c0 \uc54a\ub294 \uac78 \ub9d0\ud574\uc694. \uc774\uac78 \ub9c9\uae30 \uc704\ud574 \ub4dc\ub86d\uc544\uc6c3(dropout) \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc5b4\uc694. \ub4dc\ub86d\uc544\uc6c3\uc740 \ud559\uc2b5 \uc911\uc5d0 \uc77c\ubd80 \ub274\ub7f0\uc744 \uc784\uc758\ub85c \uc81c\uac70\ud574\uc11c, \ubaa8\ub378\uc774 \ud2b9\uc815 \ud328\ud134\uc5d0 \ub108\ubb34 \uc758\uc874\ud558\uc9c0 \uc54a\ub3c4\ub85d \ub3c4\uc640\uc8fc\ub294 \uc5ed\ud560\uc744 \ud574\uc694.<\/p>\n\n\n\n

\uc801\uce35 LSTM\uc744 \uc774\uc6a9\ud55c \uc8fc\uac00 \uc608\uce21<\/h3>\n\n\n\n

LSTM\uc758 \uae30\ubcf8 \uc544\uc774\ub514\uc5b4\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc798 \uae30\uc5b5\ud574\uc11c \ubbf8\ub798\ub97c \uc608\uce21\ud558\ub294 \uac70\uc608\uc694. \uc801\uce35 LSTM(Stacked LSTM)\uc740 \uc774\ub7f0 LSTM \ub808\uc774\uc5b4\ub97c \uc5ec\ub7ec \uce35\uc73c\ub85c \uc313\uc544\uc11c \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ub354 \uc798 \ud559\uc2b5\ud558\ub3c4\ub85d \ud574\uc694. \uc8fc\uac00 \ub370\uc774\ud130\ub294 \uc7a1\uc74c\uc774 \ub9ce\uace0 \ubcf5\uc7a1\ud558\uae30 \ub54c\ubb38\uc5d0, \uc801\uce35 LSTM\uc744 \uc0ac\uc6a9\ud558\uba74 \ub354 \uae4a\uc740 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0 \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n

\ub2e8\uc77c LSTM \ubaa8\ub378\uc774 \uc8fc\uac00\uc758 \ub2e8\uae30\uc801\uc778 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc801\ud569\ud558\ub2e4\uba74, \uc801\uce35 LSTM\uc740 \ub354 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud574\uc11c \uc7a5\uae30\uc801\uc778 \uc6c0\uc9c1\uc784\uc744 \ub354 \uc798 \uc608\uce21\ud560 \uc218 \uc788\uc5b4\uc694. \uc774 \ubaa8\ub378\uc740 \uacfc\uac70 \uc8fc\uac00, \uac70\ub798\ub7c9, \uc774\ub3d9 \ud3c9\uade0, RSI \uac19\uc740 \uae30\uc220\uc801 \uc9c0\ud45c\ub4e4\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \ud559\uc2b5\ud574\uc694. \uc5ec\ub7ec \uce35\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc218\uc900\uc758 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \uc774\ub7f0 \ud2b9\uc9d5\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798 \uc8fc\uac00\ub97c \uc608\uce21\ud574\uc694.<\/p>\n\n\n\n

\uc801\uce35 LSTM\uc758 \ud070 \uc7a5\uc810\uc740 \uc5ec\ub7ec \uce35\uc774 \uc788\uc5b4\uc11c \uac01 \uce35\uc774 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc5d0\uc694. \uccab \ubc88\uc9f8 LSTM \uce35\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uae30\ubcf8\uc801\uc778 \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud558\uace0, \uadf8 \ub2e4\uc74c \uce35\uc5d0\uc11c\ub294 \ub354 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud574\uc694. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \uc7a5\uae30\uc801\uc774\uace0 \ubbf8\ubb18\ud55c \ubcc0\ud654\ub97c \ub354 \uc798 \ud3ec\ucc29\ud560 \uc218 \uc788\uace0, \uae08\uc735 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \ubc18\uc601\ud55c \uc608\uce21\uc744 \ud560 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n

\uc801\uce35 LSTM \ubaa8\ub378\uc744 \uc124\uacc4\ud560 \ub54c\ub294 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \uc911\uc694\ud574\uc694. \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub780 LSTM \ub808\uc774\uc5b4 \uc218, \uc740\ub2c9 \uc0c1\ud0dc \ud06c\uae30, \ud559\uc2b5\ub960 \uac19\uc740 \uac12\uc744 \ub9d0\ud574\uc694. \uc774 \uac12\uc744 \uc798 \uc870\uc815\ud574\uc57c \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\uc5b4\uc694. \ubcf4\ud1b5 \uad50\ucc28 \uac80\uc99d\uc744 \ud1b5\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \ud29c\ub2dd\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\ub300\ud55c\uc73c\ub85c \ub04c\uc5b4\uc62c\ub824\uc694. \uc801\uce35 LSTM \ubaa8\ub378\uc740 \ud559\uc2b5\ud558\ub294 \ub370 \uc2dc\uac04\uc774 \uc624\ub798 \uac78\ub9b4 \uc218 \uc788\ub294\ub370, GPU \uac19\uc740 \uace0\uc131\ub2a5 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uba74 \ud559\uc2b5 \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n

\ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud55c \uc801\uce35 LSTM \uc608\uc81c \ucf54\ub4dc<\/h3>\n\n\n\n

\uc5ec\uae30 \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud574\uc11c \uc801\uce35 LSTM \ubaa8\ub378\uc744 \uad6c\ud604\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c \ucf54\ub4dc\uac00 \uc788\uc5b4\uc694. \uc774 \ucf54\ub4dc\ub294 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574\uc11c \ubbf8\ub798\uc758 \uc8fc\uac00\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uacfc\uc815\uc744 \ubcf4\uc5ec\uc918\uc694.<\/p>\n\n\n\n

import torch\nimport torch.nn as nn\nimport torch.optim as optim\nimport numpy as np\n\n# LSTM \ubaa8\ub378 \uc815\uc758\nclass StackedLSTM(nn.Module):\n    def __init__(self, input_size, hidden_size, num_layers, output_size):\n        super(StackedLSTM, self).__init__()\n        self.lstm = nn.LSTM(input_size, hidden_size, num_layers, batch_first=True)\n        self.fc = nn.Linear(hidden_size, output_size)\n\n    def forward(self, x):\n        h_0 = torch.zeros(num_layers, x.size(0), hidden_size)\n        c_0 = torch.zeros(num_layers, x.size(0), hidden_size)\n        out, _ = self.lstm(x, (h_0, c_0))\n        out = self.fc(out[:, -1, :])\n        return out\n\n# \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc124\uc815\ninput_size = 5  # \uc785\ub825 \ud2b9\uc9d5 \uc218 (\uc608: \uc8fc\uac00, \uac70\ub798\ub7c9 \ub4f1)\nhidden_size = 50  # LSTM\uc758 \uc740\ub2c9 \uc0c1\ud0dc \ud06c\uae30\nnum_layers = 2  # LSTM \ub808\uc774\uc5b4 \uc218\noutput_size = 1  # \ucd9c\ub825 \ud06c\uae30 (\uc608: \ub2e4\uc74c \ub0a0 \uc8fc\uac00)\nnum_epochs = 100\nlearning_rate = 0.001\n\n# \ub370\uc774\ud130\uc14b (\uc608\uc81c\uc6a9 \ub79c\ub364 \ub370\uc774\ud130)\ntrain_data = np.random.rand(100, 10, input_size)\ntrain_labels = np.random.rand(100, 1)\ntrain_data = torch.tensor(train_data, dtype=torch.float32)\ntrain_labels = torch.tensor(train_labels, dtype=torch.float32)\n\n# \ubaa8\ub378, \uc190\uc2e4 \ud568\uc218, \ucd5c\uc801\ud654\uae30 \uc815\uc758\nmodel = StackedLSTM(input_size, hidden_size, num_layers, output_size)\ncriterion = nn.MSELoss()\noptimizer = optim.Adam(model.parameters(), lr=learning_rate)\n\n# \ubaa8\ub378 \ud559\uc2b5\nfor epoch in range(num_epochs):\n    model.train()\n    outputs = model(train_data)\n    loss = criterion(outputs, train_labels)\n    optimizer.zero_grad()\n    loss.backward()\n    optimizer.step()\n\n    if (epoch+1) % 10 == 0:\n        print(f'Epoch [{epoch+1}\/{num_epochs}], Loss: {loss.item():.4f}')\n\nprint(\"\ubaa8\ub378 \ud559\uc2b5 \uc644\ub8cc\")<\/code><\/pre>\n\n\n\n
\uc774 \ucf54\ub4dc\uc5d0\uc11c\ub294 \uc801\uce35 LSTM\uc744 \uc815\uc758\ud558\uace0, \ub79c\ub364\uc73c\ub85c \uc0dd\uc131\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud574\uc11c \ud559\uc2b5\uc744 \uc9c4\ud589\ud574\uc694. \uc2e4\uc81c\ub85c \uc8fc\uac00 \uc608\uce21\uc744 \ud558\ub824\uba74 \uacfc\uac70 \uc8fc\uac00 \ub370\uc774\ud130\uc640 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \ud3ec\ud568\ud55c \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud574\uc11c \uc0ac\uc6a9\ud574\uc57c \ud574\uc694. \uc8fc\uac00 \ub370\uc774\ud130\ub294 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub2c8\uae4c, \ub370\uc774\ud130\ub97c \uc801\uc808\ud788 \uc815\uaddc\ud654\ud558\uace0 \ub098\ub220\uc11c \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694. \ud559\uc2b5 \ud6c4\uc5d0\ub294 \uac80\uc99d \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud558\ub294\uc9c0 \ud3c9\uac00\ud558\uace0, \uacfc\uc801\ud569 \uc5ec\ubd80\ub97c \ud655\uc778\ud574\uc57c \ud574\uc694.<\/p>\n\n\n\n
\ub610\ud55c, \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub824\uba74 RMSE(Root Mean Squared Error) \uac19\uc740 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc5b4\uc694. \uc774\ub7f0 \uc9c0\ud45c\ub294 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud558\ub294\uc9c0\ub97c \uc22b\uc790\ub85c \ubcf4\uc5ec\uc8fc\uae30 \ub54c\ubb38\uc5d0, \ubaa8\ub378\uc744 \uac1c\uc120\ud560 \ub54c \ubc29\ud5a5\uc744 \uc815\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub3fc\uc694. \ud559\uc2b5\ub41c \ubaa8\ub378\uc740 \ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud574 \uacfc\uac70 \ub370\uc774\ud130\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud574 \ubcfc \uc218 \uc788\uace0, \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc2e4\uc81c\ub85c \uc5bc\ub9c8\ub098 \ud6a8\uacfc\uc801\uc778\uc9c0 \ud655\uc778\ud560 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uc218\uc775\ub960 \uc608\uce21\uacfc \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c<\/h3>\n\n\n\n
\uc8fc\uac00 \uc6c0\uc9c1\uc784 \uc608\uce21\uacfc \ud568\uaed8 \uc911\uc694\ud55c \uac83\uc774 \uc218\uc775\ub960 \uc608\uce21\uc774\uc5d0\uc694. \uc218\uc775\ub960 \uc608\uce21\uc740 \ub2e8\uc21c\ud788 \uc8fc\uac00\uac00 \uc624\ub97c\uc9c0 \ub0b4\ub9b4\uc9c0\ub97c \ub9de\ucd94\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc5bc\ub9c8\ub098 \ud070 \uc218\uc775\uc744 \ub0bc \uc218 \uc788\uc744\uc9c0 \uc608\uce21\ud558\ub294 \uac70\uc608\uc694. \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ub354 \ub098\uc740 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc640 \ud22c\uc790 \uacb0\uc815\uc744 \ud560 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uc801\uce35 LSTM\uc744 \uc0ac\uc6a9\ud574 \uc218\uc775\ub960\uc744 \uc608\uce21\ud558\ub824\uba74, \uacfc\uac70\uc758 \uc218\uc775\ub960 \ub370\uc774\ud130\ub97c \ubaa8\ub378\uc5d0 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ubbf8\ub798\uc758 \uc218\uc775\ub960\uc744 \uc608\uce21\ud574\uc694. \uc608\uce21\ub41c \uc218\uc775\ub960\uc774 \ud2b9\uc815 \uae30\uc900 \uc774\uc0c1\uc77c \ub54c \ub9e4\uc218 \uc2e0\ud638\ub97c \ub9cc\ub4e4\uace0, \ubc18\ub300\ub85c \uc190\uc2e4 \uac00\ub2a5\uc131\uc774 \ub192\ub2e4\uba74 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\ub294 \ubc29\uc2dd\uc73c\ub85c \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\uc131\ud560 \uc218 \uc788\uc5b4\uc694. \uc774\ub807\uac8c \ud558\uba74 \ud22c\uc790\uc790\ub4e4\uc740 \ub354 \uc815\ubc00\ud55c \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uace0, \ub9ac\uc2a4\ud06c\ub97c \uc904\uc774\uba74\uc11c \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc5bb\uc744 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uc774\ub807\uac8c \uc608\uce21\ud55c \uacb0\uacfc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc801\uc6a9\ud574\uc11c \ub9e4\uc218\uc640 \ub9e4\ub3c4 \uacb0\uc815\uc744 \uc790\ub3d9\uc73c\ub85c \ud574\uc694. \uc774 \uacfc\uc815\uc5d0\uc11c \uac15\ud654 \ud559\uc2b5(Reinforcement Learning) \uae30\ubc95\uc744 \ucd94\uac00\ud574\uc11c \uc804\ub7b5\uc744 \uacc4\uc18d \uac1c\uc120\ud560 \uc218\ub3c4 \uc788\uc5b4\uc694. \uac15\ud654 \ud559\uc2b5 \uc5d0\uc774\uc804\ud2b8\ub294 \ub9e4\ub9e4 \uacb0\uacfc\uc5d0 \ub530\ub77c \ubcf4\uc0c1\uc744 \ubc1b\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc74c\ubc88 \ub9e4\ub9e4\uc5d0\uc11c \ub354 \ub098\uc740 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub3c4\ub85d \ud559\uc2b5\ud574\uc694. \uac15\ud654 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc5d0\uc774\uc804\ud2b8\ub294 \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub2a5\ub3d9\uc801\uc73c\ub85c \ubc18\uc751\ud558\uace0, \uc131\ub2a5\uc744 \uacc4\uc18d \uac1c\uc120\ud560 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \ub54c\ub294 \uac70\ub798 \ube44\uc6a9, \uc2ac\ub9ac\ud53c\uc9c0(slippage), \uc2dc\uc2a4\ud15c \ub9ac\uc2a4\ud06c \uac19\uc740 \ud604\uc2e4\uc801\uc778 \uc81c\uc57d \uc0ac\ud56d\ub4e4\uc744 \uace0\ub824\ud574\uc57c \ud574\uc694. \uc774\ub7f0 \uc694\uc18c\ub4e4\uc740 \ubaa8\ub378\uc758 \uc608\uce21\uacfc \uc2e4\uc81c \uac70\ub798 \uacb0\uacfc \uc0ac\uc774\uc5d0 \ucc28\uc774\ub97c \ub9cc\ub4e4 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \ubcf4\uc644\ud558\ub824\uba74 \ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud574 \uc804\ub7b5\uc744 \ucda9\ubd84\ud788 \uac80\uc99d\ud574\uc57c \ud574\uc694. \ubc31\ud14c\uc2a4\ud305\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uc911\uc694\ud55c \ub2e8\uacc4\uc608\uc694. \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uc57d\uc810\uc744 \ubcf4\uc644\ud558\uace0 \ub354 \uc548\uc815\uc801\uc778 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uc694\uc18c\ub294 \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc608\uc694. \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \uc804\uccb4 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc5d0\uc11c \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \uc608\uc0c1\uce58 \ubabb\ud55c \uc0c1\ud669\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc190\uc2e4\uc744 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc918\uc694. \uc608\ub97c \ub4e4\uc5b4, \uc190\uc808\ub9e4(stop-loss) \uac19\uc740 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud574\uc11c \uc190\uc2e4\uc774 \uc77c\uc815 \uc218\uc900 \uc774\uc0c1 \ubc1c\uc0dd\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc81c\uc5b4\ud560 \uc218 \uc788\uace0, \uc774\ub97c \ud1b5\ud574 \ud3ec\ud2b8\ud3f4\ub9ac\uc624\uc758 \uc548\uc815\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc5b4\uc694. \ub610\ud55c, \ud3ec\ud2b8\ud3f4\ub9ac\uc624\ub97c \ub2e4\uac01\ud654\ud574\uc11c \ud2b9\uc815 \uc790\uc0b0\uc758 \ubcc0\ub3d9\uc131\uc774 \uc804\uccb4 \ud22c\uc790\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc904\uc774\ub294 \uac83\ub3c4 \uc911\uc694\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac \ubc29\ubc95\uc774\uc5d0\uc694.<\/p>\n\n\n\n
\uacb0\ub860<\/h3>\n\n\n\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc8fc\uc2dd \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\ud55c \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \uc774\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc608\uc694. \ud2b9\ud788 \uc801\uce35 LSTM\uc740 \uc8fc\uac00\uc758 \uc7a5\uae30\uc801\uc778 \ud328\ud134\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc720\ub9ac\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc218\uc775\ub960\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc608\uce21\ud560 \uc218 \uc788\uc5b4\uc694. \uc774\ub7f0 \uae30\uc220\uc744 \uc798 \ud65c\uc6a9\ud558\uba74 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\ud558\uc9c0\ub9cc \uae08\uc735 \ub370\uc774\ud130\ub294 \uc5b8\uc81c\ub098 \ubd88\ud655\uc2e4\uc131\uc774 \ud06c\uace0 \uc608\uce21\ud558\uae30 \uc5b4\ub824\uc6cc\uc694. \uadf8\ub798\uc11c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uacc4\uc18d \uac80\uc99d\ud558\uace0 \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub97c \ucca0\uc800\ud788 \ud558\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694. \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4e4 \ub54c\ub294 \uc774\ub7f0 \uc810\ub4e4\uc744 \uace0\ub824\ud574\uc11c \uc2e0\uc911\ud558\uac8c \uc811\uadfc\ud574\uc57c \ud574\uc694. \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc31\ud14c\uc2a4\ud305 \ub4f1 \ubaa8\ub4e0 \uacfc\uc815\uc5d0\uc11c \ucca0\uc800\ud55c \uac80\uc99d\uc774 \ud544\uc694\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc5b4\uc694.<\/p>\n\n\n\n
\uacb0\uad6d, \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub2e8\uc21c\ud788 \uc608\uce21\ud558\ub294 \uac83\uc744 \ub118\uc5b4\uc11c, \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uc744 \uc774\ud574\ud558\uace0 \uc774\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \ud3c9\uac00\ud574\uc11c \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac83\uc774 \ubaa9\ud45c\uc608\uc694. \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c \uc774\ub7f0 \uc2dc\uc2a4\ud15c\uc740 \ub354 \uc815\uad50\ud574\uc9c0\uace0, \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc904 \uac70\uc608\uc694. \ud558\uc9c0\ub9cc \uc774 \uae30\uc220\uc774 \ub9cc\ub2a5\uc740 \uc544\ub2c8\uae30 \ub54c\ubb38\uc5d0 \ud56d\uc0c1 \ub9ac\uc2a4\ud06c\uac00 \ub530\ub974\uace0, \uc2e0\uc911\ud55c \uc811\uadfc\uacfc \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uc774 \ud544\uc694\ud574\uc694.<\/p>\n\n\n\n
\ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uacc4\uc18d \uc5f0\uad6c\ud558\uace0 \uac1c\uc120\ud558\uba74\uc11c \ub354 \ubc1c\uc804\ud560 \uac00\ub2a5\uc131\uc774 \ucee4\uc694. \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc744 \ud30c\uc545\ud558\uace0, \ub2e4\uc591\ud55c \ub525\ub7ec\ub2dd \uae30\ubc95\uacfc \uac15\ud654 \ud559\uc2b5 \uae30\ubc95\uc744 \uc2e4\ud5d8\ud574 \ubcf4\ub294 \uac83\uc774 \uc911\uc694\ud574\uc694. \ub610\ud55c, \uae08\uc735 \uc2dc\uc7a5\uc740 \uc608\uae30\uce58 \ubabb\ud55c \ubcc0\ub3d9\uc131\uc774 \uc788\uc744 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \ub9ac\uc2a4\ud06c \uad00\ub9ac \uc804\ub7b5\uc744 \ub9c8\ub828\ud558\uace0 \ucca0\uc800\ud788 \uc2dc\ud589\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc774\uc5d0\uc694. \uc774\ub97c \ud1b5\ud574 \ud22c\uc790\uc790\ub4e4\uc740 \ub354 \uc548\uc815\uc801\uc774\uace0 \uc218\uc775\uc131 \uc788\ub294 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc744 \uac70\uc608\uc694.<\/p>\n","protected":false},"excerpt":{"rendered":"
\ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc8fc\uc2dd \uc790\ub3d9 \ub9e4\ub9e4\ub294 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub9ce\uc740 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc8fc\uace0 \uc788\uc5b4\uc694. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc778\uac04\uc758 \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ubd84\uc11d\ud574\uc11c \uc801\uc808\ud55c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0\uc11c \ud070 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc8e0. \uc624\ub298\uc740 \uc774\ub7f0 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc758 \uc6d0\ub9ac, \uadf8\ub9ac\uace0 \uc801\uce35 LSTM\uc744 \uc0ac\uc6a9\ud574 \uc8fc\uac00 \uc6c0\uc9c1\uc784\uacfc \uc218\uc775\ub960\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcfc \uac70\uc608\uc694. … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc801\uce35 LSTM  \uc8fc\uac00 \uc6c0\uc9c1\uc784\uacfc \uc218\uc775\ub960 \uc608\uce21”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29283","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc801\uce35 LSTM \uc8fc\uac00 \uc6c0\uc9c1\uc784\uacfc \uc218\uc775\ub960 \uc608\uce21 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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