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cnn-lstm-attention's Introduction

CNN LSTM Attention 股价预测

  • CNN + LSTM
  • CNN + LSTM + ECA(attention)
  • CNN + LSTM + SE(attention)
  • CNN + LSTM + HW(attention)
  • CNN + LSTM + CBAM(attention)
模型 RMSE
CNN + LSTM 0.00011371035229372369
CNN + LSTM + ECA 0.0001245921911587092
CNN + LSTM + SE 0.00009550479312152179
CNN + LSTM + HW 0.00041322291971565306
CNN + LSTM + CBAM 0.0003162174993617968

train

python train.py -m Base
python train.py -m ECA
python train.py -m SE
python train.py -m HW
python train.py -m CBAM

模型会存在best_model路径下

test

python test.py -m Base
python test.py -m ECA
python test.py -m SE
python test.py -m HW
python test.py -m CBAM

预测结果会存在result_picture下

预测结果

CNN + LSTM

CNN + LSTM

CNN + LSTM + ECA

CNN + LSTM + ECA

CNN + LSTM + SE

CNN + LSTM + SE

CNN + LSTM + HW

CNN + LSTM + HW

CNN + LSTM + CBAM

CNN + LSTM + CBAM

cnn-lstm-attention's People

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