[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

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MATLAB implements DNN deep neural network multivariate time series forecasting

MATLAB implements DNN deep neural network multivariate time series forecasting

The following is a code example for implementing DNN deep neural network multivariate time series forecasting using MATLAB.

Among them, 'train_data' and 'test_data' are the data of the training set and the test set respectively, 'num_features' indicates the number of features (multivariate) contained in the data set, and 'layers' defines the network structure and related parameters of the DNN model

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[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

[Time series] MATLAB implements DNN deep neural network time series to predict the future

Multidimensional time series | MATLAB implements CNN-BiGRU convolutional neural network combined with bidirectional gated recurrent unit multivariate time series prediction

[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

[Time series] MATLAB implements DNN deep neural network multivariate time series prediction code

Multidimensional time series | MATLAB implements BiLSTM bidirectional long-term short-term memory neural network multivariate time series prediction (multi-index evaluation)

Multidimensional time series | MATLAB implements LSTM long short-term memory neural network multivariate time series prediction (multi-index evaluation)

Multidimensional time series | MATLAB implements BP neural network multivariate time series prediction (considering the influence of historical characteristics, multi-indicator, multi-graph output)

Time series prediction | MATLAB implements TCN-LSTM time convolution long short-term memory neural network time series prediction

Interval prediction | MATLAB implements multivariate time series interval prediction based on QRCNN-LSTM convolutional long short-term memory neural network

Time series prediction | MATLAB implements CNN-BiLSTM (convolutional bidirectional long short-term memory neural network) time series prediction

Time series prediction | Matlab implements CNN-XGBoost convolutional neural network combined with extreme gradient boosting tree time series prediction

Interval prediction | MATLAB implements QRCNN convolutional neural network quantile regression time series interval prediction

Multidimensional time series | MATLAB implements ZOA-CNN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SABO-CNN-GRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements BiTCN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements WOA-CNN-BiGRU-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SCNGO-BiLSTM-Attention multivariate time series prediction

Multidimensional time series | MATLAB implements SCNGO-BiGRU-Attention multivariate time series prediction

Interval prediction | MATLAB implements multivariate time series interval prediction based on QRCNN-BiLSTM-Multihead-Attention convolutional neural network combined with bidirectional long-term and short-term memory neural network

Interval prediction | MATLAB implements a multivariate time series interval prediction model based on QRF random forest quantile regression

Time series prediction | MATLAB implements TCN-BiLSTM time convolution bidirectional long short-term memory neural network time series prediction

Time series prediction practice (24) PyTorch implements RNN for multivariate and unit prediction (with code + data set + complete analysis)

Time series prediction | MATLAB implements BO-CNN-LSTM Bayesian optimization convolutional neural network - long short-term memory network time series prediction

Interval prediction | MATLAB implements QRLSTM long short-term memory neural network quantile regression time series interval prediction

Interval forecast | MATLAB implements QRDNN deep neural network quantile regression time series interval forecast

Multidimensional time series | MATLAB implements GRU gated recurrent unit multivariate time series prediction (multi-index evaluation)

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