If we expand the L 2 norm terms of Equation 7, it is straightforward to show that Equation 7 is equivalent to Equation 5 provided that the graph weights are set to proper values, as follows.
by assigning appropriate values to the weights of the intrinsic and penalty graphs, the SDA optimization problem in Equation 5 can be solved within the elegant graph embedding framework.