A Resource Allocation Scheme for Intelligent Tasks in Vehicular Networks

Algorithm 1

Gradient Descent algorithm of resource allocation criterion modeling.

1: Input: Initial parameters , , data set , step length , and threshold ;

2: Output: Parameters .

3: while or do

4:   do

5:      

6:      

7:   end for

8:   Compute the loss based on MSE:

9:      

10:      

11:   Compute the gradient of and :

12:      ,

13:   Gradient descent based update strategy:

14:      ,

15: end while