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From Algorithms to Z-Scores - matloff - University of California, Davis

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9.1. MEMORYLESS PROPERTY OF EXPONENTIAL DISTRIBUTIONS 185<br />

1 − FV (t). Then from (9.1), we would have<br />

or<br />

Differentiating both sides with respect <strong>to</strong> t, we’d have<br />

Setting t <strong>to</strong> 0, this would say<br />

This is a well-known differential equation, whose solution is<br />

R(t + u)]/R(t) = R(u) (9.7)<br />

R(t + u) = R(t)R(u) (9.8)<br />

R′(t + u) = R′(t)R(u) (9.9)<br />

R′(u) = R′(0)R(u) (9.10)<br />

R(u) = e −cu<br />

which is exactly 1 minus the cdf for an exponentially distributed random variable.<br />

9.1.2 Example: “Nonmemoryless” Light Bulbs<br />

(9.11)<br />

Suppose the lifetimes in years <strong>of</strong> light bulbs have the density 2t/15 on (1,4), 0 elsewhere. Say I’ve<br />

been using bulb A for 2.5 years now in a certain lamp, and am continuing <strong>to</strong> use it. But at this<br />

time I put a new bulb, B, in a second lamp. I am curious as <strong>to</strong> which bulb is more likely <strong>to</strong> burn<br />

out within the next 1.2 years. Let’s find the two probabilities.<br />

For bulb A:<br />

For bulb B:<br />

P (L > 3.7|L > 2.5) =<br />

P (X > 1.2) =<br />

4<br />

1.2<br />

P (L > 3.7)<br />

= 0.24 (9.12)<br />

P (L > 2.5)<br />

2t/15 dt = 0.97 (9.13)

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