Research Article

Short-Term Traffic Flow Prediction: A Method of Combined Deep Learnings

Algorithm 1

The pseudocode of DWOCA
Input: the predicted value of different single model at time and actual data yt
Output: combined prediction value
(1)begin
(2)   calculate the prediction error of the i th prediction method by equation (15)
(3)   fordo
(4)    construct the combined prediction information error matrix by equation (20)
(5)    R ← 
(6)    calculate inverse matrix
(7)    calculate optimal weights by equation (21)
(8)    calculate combination prediction results by equation (16)
(9)    output
(10)   end
(11)end