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where Ru and Rv are the actions which are prescribed by policy R(n) in the states u and v Step 4(b) For each i I , change Vn (i) according to Vn (i) := Vn 1 (i) + {Vn (i) Vn 1 (i)} Step 4(c) n := n + 1 and go to step 1 In the case of a tie when selecting in step 4(a) the state u for which the minimum in mn is obtained, it is conventional to choose the minimizing state of the previous iteration when that state is one of the candidates to choose; otherwise, choose the rst state achieving the minimum in mn The same convention is used for the maximizing action v in Mn The choice of the dynamic relaxation factor is motivated as follows We change the estimate Vn i) as V n (i) = Vn 1 (i) + {Vn (i) Vn 1 (i)} for all i in order to accomplish at the (n + 1)th iteration that cu (Ru ) +.

in the implicit hope that the difference between the new upper and lower bounds Mn+1 and mn+1 will decrease more quickly Using the relation mn = Vn (u) Vn 1 (u) = cu (Ru )+ j puj (Ru )Vn 1 (j ) Vn 1 (u) and the similar relation for Mn , it is a matter of simple algebra to verify from the above condition the expression for We omit the easy proof that > 0 Numerical experiments indicate that using a dynamic relaxation factor in value iteration often greatly enhances the speed of convergence of the algorithm The modi ed value-iteration algorithm is theoretically not guaranteed to converge, but in practice the algorithm will usually work very well It is important to note that the relaxation factor is kept outside the recursion equation in step 1 so that the bounds mn and Mn in step 2 are not destroyed Although the bounds apply, it is no longer true that the sequences {mn } and {Mn } are monotonic To conclude this section, we apply value iteration to two examples The rst example concerns the maintenance problem from Example 611 and the second example illustrates the usefulness of value iteration for he computation of performance measures for a single Markov chain Example 611 (continued) A maintenance problem For the maintenance problem the recursion equation (661) becomes.

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The fourth argument to transform is a function that transform applies to each element of the input sequence to obtain the corresponding element of the output sequence Therefore, when we call transform in this example, the effect s to apply the grade function to each element of students, and to append each grade to the vector named grades When we have all these students' grades, we call median, which we defined in 411/53, to compute their median There's only one problem: As the comment notes, this function doesn't quite work One reason that it doesn't work is that there are several overloaded versions of the grade function The compiler doesn't know which version to call, because we haven't given grade any arguments We know that we want to call the version from 422/63, but we need a way to tell the compiler to do so The other reason is that the grade function will throw an exception if any student did no homework at all, and the transform function does nothing about exceptions If an exception occurs, the transform function will be stopped at the point of the exception, and control will return to median_analysis Because median_analysis doesn't handle the exception either, the exception will continue to propagate outward The effect will be that this function will also exit prematurely, passing control to its caller, and so on, until control reaches an appropriate catch If there is no such catch, as would be likely in this case, the program itself is terminated, and the message that was thrown is printed (or not, depending on the implementation) We can solve both problems by writing an auxiliary function that will try the grade function and handle the exception Because we are calling the grade function explicitly, rather than passing it as an argument, the compiler will be able to figure out which version we mean:.

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