Prediction of HFMD Cases by Leveraging Time Series Decomposition and Local Fusion

Algorithm 2

CARD

Input: Observed HFMD outpatient time series, window size , max-IMF

Output: Prediction value for future cases

1. normalization using Equation (2);

2. Split using Equation (3);

3. Time series decomposition using Algorithm 1;

4. for each sample in do

5. for 1 do

6.  for 1 do

7.    using Equation (7);

8. for each sample in do

9 for 1 do

10  for 1 do

11.   for 1 do

12.     softmax using Equation (4);

13. and using Equation (5);

14. using Equation (6);

15. and using Equation (8);

16. denormalization using Equation (9);