Figure 2:
An example of a policy lattice for five quasi-identifying values and an illustration of the main functions of the SHS algorithm. (a) depicts a random path initialization of the frontier composed of five policies (p1, p2, p3, p4, and p5). (b) depicts a sublattice structure sublattice (pa, pb) in the policy space and its corresponding bounding region in the R-U space, the yellow area of which is not dominated by the frontier. The proportion of the yellow area is used as the heuristic of the probability that a randomly selected policy in the sublattice can update current frontier. (c) depicts the updates to the frontier: pa, pb, and pi from the sublattice (pa, pb) will be on the frontier while policy p4 is removed.