Multivariate and Univariate Time Series Prediction

版本 1.3.94 (153.2 KB) 作者: Abolfazl Nejatian
Time Series Prediction by use of Deep learning and shallow learning algorithms
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更新时间 2021/11/28

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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,
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: 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

引用格式

Abolfazl Nejatian (2024). Multivariate and Univariate Time Series Prediction (https://www.mathworks.com/matlabcentral/fileexchange/69506-multivariate-and-univariate-time-series-prediction), MATLAB Central File Exchange. 检索来源 .

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版本 已发布 发行说明
1.3.94

some description added
1.3.93

some description added

1.3.92

some minor bugs fixed
1.3.91

sum minor bugs fixed
1.3.9

added some new results
1.3.8

added some new results output
1.3.7

edit some comment on code.
1.3.6

fixed some minor bugs
1.3.5

Minor bug fixed
1.3.4

update a new video
1.3.3

some parts of the code were fixed, some data set added
1.3.0

save outputs data on the workspace.
fix some minor bugs.
1.2.0

fix some minor bugs
1.1.0

fix some minor bogs
1.0.0