Properties of convex and monotone capacities of infinite order in Polish sp
aces are studied and used to justify the representation of certain situatio
ns of imprecise risk (imprecisely known probabilities) by lower probabiliti
es, which are monotone of infinite order. Decision making with imprecise ri
sk is then modeled, and linear utility theory is shown to be generalizable
to the case of imprecise risk.