Research Article

Kernel Two-Dimensional Nonnegative Matrix Factorization: A New Method to Target Detection for UUV Vision System

Table 2

Updating rules for E, H, R and F.

StepCalculation

1:  Initialize E and R with nonnegative matrix randomly
2:loop
3:  loop
4:    Update H as in Equation (16)
5:   forl = 1 to Mn
6:    fork = 1 to p
7:     Update Elk as in Equation (17)
8:    end
9:   end
10:  end loop until convergence
11:     Update F as in Equation (29)
12:   forg= 1 to n
13:    for w = 1 to q.
14:     Update Rgw as in Equation (30)
15:    end
16:   end
17:end loop until convergence