Question: ( 1 0 points ) Worst - case Consider an individual who is a computer scientist and is deciding between different algorithms, all of which

(10 points) Worst-case
Consider an individual who is a computer scientist and is deciding between different algorithms,
all of which are known to be correct, for a programming problem. Let Z={1,2,dots,K} denotes
the set of all possible execution times when an arbitrary algorithm is run on a randomly
generated input case. An algorithm is then identified by the distribution p it induces over
the execution times Z. That is,nL(Z). As a computer scientist, this individual evaluates
algorithms by their worst-case performance, which is simply the maximum possible execution
time they might take. Formally, let
w(p)=max{kinZ:pk>0}
denote the maximum possible execution time of an algorithm nL(Z). For instance, if
Z={1,2,3,4} and p=(0.9,0,0.1,0), then the maximum possible execution time for the
algorithm is w(p)=3.
Given this, the individual's preference over algorithms is
pqLongleftrightarroww(p)w(q).
(a) Does satisfy continuity*(C**)?
Note that a preference relation on L(Z) satisfies continuity ?**(C**) if for any p>-q>-r,
there exists in[0,1] such that
qp+(1-)r.
(b) Does satisfy independence?
(10 points) Insurance (adapted from Ch-3, Problem 8).
Consider an individual who has wealth w>0 and a vNM utility function u:ZR, where
Z=R+denotes the set of possible wealth levels. Assume that the vNM utility function u is
increasing (xu'(y))pxx>1x-px=1px=pDp1x.D. The individual has to choose an amount, x,he will pay for insurance
that will pay him x(for some given >1)if the accident occurs.
(a) Notice that the insurer's expected profit isx-px. Assume that makes this profit zero,
so that =1p. Show that the individual optimally chooses x=pD,so that heis fully
insured: his net wealth is the same whether or not he has an accident.
(b) Assume now that p1(thatis, the insurer's expected profit is positive). Show that the
individual optimally chooses partial insurance: x.
 (10 points) Worst-case Consider an individual who is a computer scientist

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