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Logical Decisions - Classweb

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pass, LDW replaces each probabilistic level with a single number<br />

that is sampled from the probability distribution for the level. A<br />

sample is a number that is randomly drawn from a probability<br />

distribution with a likelihood that is based on the probability<br />

distribution.<br />

For example, if a level with units of horsepower has a discrete<br />

distribution of p(150hp) = 0.5, p(160hp) = 0.3, and p(170hp = 0.2),<br />

then about 50% of the samples will have a level of 150hp, about<br />

30% of them will have a level of 160hp and about 20% of them will<br />

have a level of 170hp.<br />

Because the samples are based on random numbers, the<br />

proportions won't exactly match the fractions in the probability<br />

distribution. However after a large number of samples have been<br />

taken the proportions should be very close.<br />

After each probabilistic level has been sampled, LDW computes<br />

the alternative’s utility and saves it. After many passes, you will<br />

get an idea of the probability distribution of the alternative’s<br />

utility.<br />

The following LDW options use Monte Carlo simulations:<br />

! the Options::Simulation Options option lets you define<br />

the number of samples to use when doing a Monte<br />

Carlo simulation.<br />

! the Results::Alternative Uncertainty Graph option lets<br />

you see a histogram and cumulative probability<br />

distribution for any alternative and measure or<br />

goal.<br />

! the Results::Uncertainty Summary option lets you<br />

generate a table comparing the uncertainties for all<br />

the alternatives for any measure or goal.<br />

! the Results::Rank Alternatives option has a feature that<br />

lets you show the uncertainty range for each<br />

alternative along with its expected utility.<br />

Adding Comments to Levels. The probability dialog box shown<br />

in Figure 6-10 includes an edit box for entering comments. You<br />

can use this comment field for any level, regardless of whether the<br />

level is probabilistic. This comment field lets you add a comment<br />

6-28 Section 6 -- Using LDW 1: Structuring

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