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Evaluating Alternative Operations Strategies to Improve Travel Time ...

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SHRP 2 L11: Final Appendices<br />

Comment #8<br />

By assuming that “recurring and rare phenomena arise out of processes with very different<br />

s<strong>to</strong>chastic properties”, the authors are proposing using a mixture of distributions <strong>to</strong> characterize<br />

events that affect time travel reliability. One of the difficulties in using mixtures is identifying the<br />

point where the distributions should be joined; there is no discussion of this in the appendix. The<br />

justification for using mixtures is that while recurring events, where there is often ample data for<br />

analysis, might be well-characterized by a normal distribution, rare events tend <strong>to</strong> fall in<strong>to</strong> an<br />

extreme tail which would result in an overall distribution that has very fat tail.<br />

Response #8:<br />

The authors appreciate and agree with these comments. Ignoring the prospect of rare events, and<br />

using pure gaussian assumptions instead, is at the heart of many financial and engineering<br />

catastrophes, including Long-Term Capital, and elements of the current financial crisis. One of the<br />

reasons that we distinguish between recurring and rare events in our discussion is <strong>to</strong> draw attention<br />

<strong>to</strong> the rare event issue. Unfortunately, implementation of strategies <strong>to</strong> protect against rare events in<br />

a cost-effective way is very difficult because of the problem of characterizing the event distribution<br />

and the complexity of mathematically representing the proper investment strategy. This is<br />

especially challenging in the setting of highway infrastructure development and operation. We feel<br />

the best we can do in a paper such as this is <strong>to</strong> highlight the issue, offer the skele<strong>to</strong>n of a<br />

methodology, and provide citations <strong>to</strong> (the very few) papers that hint at how <strong>to</strong> embed an<br />

investment strategy in a rare event setting.<br />

DETERMINING THE ECONOMIC BENEFITS OF IMPROVING TRAVEL-TIME RELIABILITY Page B-38

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