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Multivariate and Univariate Time Series Prediction

version 1.3.94 (153 KB) by Abolfazl Nejatian
Time Series Prediction by use of Deep learning and shallow learning algorithms

6K Downloads

Updated 28 Nov 2021

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Hope you are doing well,
Time-Series data preparation video tutorial part 1,
https://youtu.be/gKT8HSoJ0cE
code and results output, part 2,
Covid 19 dataset.
a Bayesian optimization algorithm is responsible for finding the optimal LSTM parameters.(LSTM with Bayesian optimization)
Bitcoin Prediction
Hybrid Convolutional Neural Network with LSTM and Bayesian Hyperparameters tuninng (CNN_LSTM_BO)
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Air quality dataset (MultiVariate)
Multivariate LSTM Time Series Prediction with Bayesian Hyperparameters tuninng
-Multivariable input and one output.
-Multivariable input and multivariable output.
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some other results from the CNN and LSTM networks
CNN and LSTM network results
Monthly closing prices of S&P500
Monthly Australian Sales of Red Wine Jan1980Jul1995
Yearly US accidents
Global Ice Volume
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the first version of the code here(current page):
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the second version of code(Future Forcast with MLP and LSTM) from here:
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the third version of code(Future Forcast with MLP, LSTM, and CNN) from here:
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LSTM with Bayesian Hyperparameters tuninng
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LSTM with Bayesian Hyperparameters tuninng for Multivariate Time Series dataset
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and this is my website you can find useful information about the time series from there:
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If you have questions or would like to improve the code, don't hesitate
to mail me: abolfazl.nejatian@gmail.com
Best wishes,
Abolfazl Nejatian
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this is also
time-series prediction with Bayesian Hyper Parameter Tuning
https://www.mathworks.com/matlabcentral/fileexchange/87137-lstm-time-series-prediction-with-bayesian-optimization

Cite As

Abolfazl Nejatian (2021). Multivariate and Univariate Time Series Prediction (https://www.mathworks.com/matlabcentral/fileexchange/69506-multivariate-and-univariate-time-series-prediction), MATLAB Central File Exchange. Retrieved .

MATLAB Release Compatibility
Created with R2018b
Compatible with R2018a to R2018b
Platform Compatibility
Windows macOS Linux

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