Multivariate and Univariate Time Series Prediction

Time Series Prediction by use of Deep learning and shallow learning algorithms

Hope you are doing well,

Time-Series data preparation video tutorial part 1,

https://youtu.be/gKT8HSoJ0cE

code and results output, part 2,

https://youtu.be/G1kcWoXZE6A

Covid 19 dataset.

a Bayesian optimization algorithm is responsible for finding the optimal LSTM parameters.(LSTM with Bayesian optimization)

https://youtu.be/5KZwQ6K2wMM

Bitcoin Prediction

Hybrid Convolutional Neural Network with LSTM and Bayesian Hyperparameters tuninng (CNN_LSTM_BO)

https://www.youtube.com/watch?v=sNfPxFljfMc

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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.

https://www.youtube.com/watch?v=U-7_Jf6YdUA

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some other results from the CNN and LSTM networks

CNN and LSTM network results

Monthly closing prices of S&P500

https://ibb.co/y5hHr71

Monthly Australian Sales of Red Wine Jan1980Jul1995

https://ibb.co/4NLwqhM

Yearly US accidents

https://ibb.co/9Zw0brX

Global Ice Volume

https://ibb.co/8xSt4Mg

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----------------- || Download links || -----------------

the first version of the code here(current page):

https://www.mathworks.com/matlabcentral/fileexchange/69506-time-series-prediction

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the second version of code(Future Forcast with MLP and LSTM) from here:

https://dataanalysisresearch.com/product/timeseriesprediction_lstm-m/

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the third version of code(Future Forcast with MLP, LSTM, and CNN) from here:

https://dataanalysisresearch.com/product/timeseriesprediction_cnn_lstm/

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LSTM with Bayesian Hyperparameters tuninng

https://dataanalysisresearch.com/product/univariatetimeseriespredictionbayesianoptimization/

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LSTM with Bayesian Hyperparameters tuninng for Multivariate Time Series dataset

https://dataanalysisresearch.com/product/multivariatetimeseriespredictionbayesianoptimization/

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and this is my website you can find useful information about the time series from there:

https://dataanalysisresearch.com/

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If you have questions or would like to improve the code, don't hesitate

to mail me: [e-mail]

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