LSTM matlab代码
时间: 2023-11-14 19:08:37 浏览: 247
好的,关于LSTM的matlab代码,你可以参考以下示例代码:
```matlab
% 定义LSTM网络结构
numFeatures = 10;
numHiddenUnits = 100;
numClasses = 2;
layers = [ ...
sequenceInputLayer(numFeatures)
lstmLayer(numHiddenUnits,'OutputMode','last')
fullyConnectedLayer(numClasses)
softmaxLayer
classificationLayer];
% 定义训练选项
options = trainingOptions('adam', ...
'MaxEpochs',50, ...
'MiniBatchSize',64, ...
'SequenceLength','longest', ...
'Shuffle','every-epoch', ...
'Verbose',false, ...
'Plots','training-progress');
% 训练LSTM网络
net = trainNetwork(XTrain,YTrain,layers,options);
% 预测测试集数据
YPred = classify(net,XTest);
% 计算准确率
accuracy = sum(YPred == YTest)/numel(YTest);
disp(['Accuracy: ', num2str(accuracy)]);
```
其中,`XTrain`和`YTrain`是训练集数据和标签,`XTest`和`YTest`是测试集数据和标签。你需要根据自己的数据格式进行相应的修改。
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