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

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

Enterprise 2023-04-09 18:40:07 views: null

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

Table of contents

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

List of effects

basic introduction

The GRU neural network is a variant of the LSTM neural network, and the LSTM neural network
is developed on the basis of RNN. RNN is a mature machine learning method, which has great advantages in processing time series. RNN contains a signal feedback structure, which can associate the output information at time t with the information before time t, and has dynamic characteristics and memory functions.

RNN structure includes input layer, hidden layer and output layer࿰

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Origin blog.csdn.net/kjm13182345320/article/details/130048814

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

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

Time series prediction | MATLAB implements BO-GRU Bayesian optimization gated recurrent unit time series prediction

Time series prediction | MATLAB implements BO-CNN-GRU Bayesian optimized convolution gated recurrent unit time series prediction

Time series prediction | MATLAB implements WOA-CNN-GRU whale algorithm to optimize convolution gated recurrent unit time series prediction

Multidimensional time series prediction | Matlab based on ZOA-GRU-Attention multivariate time series 24 steps ahead regression prediction algorithm, Zebra optimized gated recurrent unit network fusion attention mechanism regression prediction algorithm

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

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

Interval prediction | MATLAB implements multivariate time series interval prediction based on QRCNN-BiGRU convolution bidirectional gated recurrent unit

Interval prediction | MATLAB implements QRCNN-GRU convolution gated recurrent unit quantile regression time series interval prediction

Time series prediction | MATLAB realizes TCN-GRU time series convolution gated recurrent unit time series prediction

Time series prediction | MATLAB implements EEMD-GRU, GRU set empirical mode decomposition combined with gated recurrent unit time series prediction comparison

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

Interval prediction | MATLAB implements multi-variable time series interval prediction based on QRCNN-GRU-Multihead-Attention multi-head attention convolution gated recurrent unit

Time series prediction | MATLAB implements NGO-GRU Northern Goshawk algorithm to optimize gated cycle unit time series prediction

Multi-dimensional time series | MATLAB implements GWO-GRU gray wolf algorithm to optimize multi-variable time series prediction of gated cyclic unit

Multi-dimensional time series | MATLAB implements SSA-GRU Sparrow algorithm to optimize gated cyclic unit multi-variable time series prediction

Interval prediction | MATLAB implements QRCNN-BiGRU convolution bidirectional gated recurrent unit quantile regression time series interval prediction

Multidimensional time series | MATLAB implements ZOA-CNN-BiGRU-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

Regression prediction | MATLAB implements TCN-GRU time convolution gated recurrent unit multiple input single output regression prediction

Multidimensional time series | MATLAB implements WOA-CNN-GRU-Attention multi-variable time series prediction (SE attention mechanism)

Interval forecast | MATLAB implements QRGRU gated recurrent unit quantile regression time series interval forecast

Time series prediction | MATLAB implements BO-BiGRU Bayesian optimization bidirectional gated cycle unit time series prediction

Interval prediction | MATLAB realizes multi-variable time series interval prediction based on QRCNN-BiGRU-Multihead-Attention multi-head attention convolution bidirectional gated recurrent unit

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 forecasting | MATLAB implements time series forecasting based on BP neural network - recursively predicting the future (multi-index evaluation)

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