Admissible Heuristics
The restriction we mentioned on the previous slide
for the h function is simply this:
The h function must never overestimate the cost
to reach the goal.
Such an h is called an admissible heuristic. Another
way of describing admissible functions is to say they
are optimistic, as they always think the cost to the
goal is less than it actually is.
If we have an admissible h function, this naturally
transfers to the f function as f never overestimates
the actual cost to the best solution through n.