To meet the goal of designing a utility function, it turns out that
the preferences must follow rules called the axioms of
rationality. They are sensible statements of consistency among the
preferences. As long as these are followed, then a utility function
is guaranteed to exist (detailed arguments appear in
[268,831]). The decision maker is considered rational if the following axioms are
followed when defining and
:9.6
![]() |
(9.84) |
Each axiom has an intuitive interpretation that makes practical sense.
The first one simply indicates that the preference direction can
always be inferred for a pair of distributions. The second axiom
indicates that preferences must be transitive.9.7 The last two axioms are somewhat more
complicated. In the third axiom, is strictly preferred to
. An attempt is made to cause confusion by blending in a third
distribution,
. If the same ``amount'' of
is blended into
both
and
, then the preference should not be affected. The
final axiom involves
,
, and
, each of which is
strictly better than its predecessor. The first equation,
(9.85), indicates that if
is strictly better than
, then a tiny amount of
can be blended into
, with
remaining preferable. If
had been like ``heaven'' (i.e.,
infinite reward), then this would not be possible. Similarly,
(9.86) indicates that a tiny amount of
can be blended
into
, and the result remains better than
. This means that
cannot be ``hell,'' which would have infinite negative
reward.9.8
Steven M LaValle 2020-08-14