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Table 1 The RMSE values are obtained on the test set with 80% of data used for training, 10% used for validation and the remaining 10% of the data used as the test set

From: Forecasting the spread of COVID-19 using LSTM network

 

Country

RMSE

Forecasted dates by when COVID-19 might be contained

1

New Zealand

2

4th January–3rd March, 2021

2

Australia

9

16th January–23rd February, 2021

3

United States

9692

20th December, 2021–11th May, 2022

4

France

17,121

12th March–4th June, 2021

5

Germany

12,837

19th February–30th August, 2021

6

Italy

13,193

4th February–29th April, 2021

7

Russia

8090

22nd March–10th October, 2022

8

Spain

1993

22nd March–30th June, 2021

9

United Kingdom

5944

26th March–23rd August, 2021

10

Mexico

2197

5th April–10th July, 2021

11

Japan

933

26th July–11th December, 2021

12

India

16,063

29th March–17th July, 2021

13

Brazil

7069

17th May–11th August, 2021

14

Turkey

11,617

1st April–3rd August, 2021

15

Iran

5110

26th January–2nd May, 2021

  1. Prediction of the dates is made by using all the available data for training the model