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On Revenue Optimal Combinatorial Auctions - IFP Group at the ...

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The Sufficient Condition<br />

Hazard r<strong>at</strong>e order<br />

Let Z 1 , Z 2 be nonneg<strong>at</strong>ive random variables. Z 1 ≤ h Z 2 , if<br />

Prob(Z 1 > z|Z 1 > ẑ) ≤ Prob(Z 2 > z|Z 2 > ẑ) for all z ≥ ẑ.<br />

Stronger than <strong>the</strong> first order stochastic dominance.<br />

The sufficient condition<br />

Let s ⊆ t be two bundles. Then (X n |B n = s) ≤ h (X n |B n = t).<br />

The larger bundle is likely to have higher value.<br />

The condition is intuitive for single-minded buyers.

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