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A Bayesian Clearing Mechanism for Combinatorial Auctions

AAAI 2018 · Multi-agent systems and games › Games and equilibria · approach: Fair division and coalition formation · 8 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use Bayesian valuation priors and alternate valuation updates with price updates instead of subgradient price updatesBayesian clearing mechanism · CATS paths, regions, arbitrary, and schedulingclearing rateMixed
use the Bayesian clearing mechanism instead of the instance-optimized subgradient auctionCATS arbitrary · CATS arbitraryclearing rateHelped
use the Bayesian clearing mechanism instead of the SAOr subgradient auctionCATS paths, regions, arbitrary, and scheduling · CATS instances cleared by all auction typesmedian rounds to clearingHelped
use the Bayesian clearing mechanism instead of the instance-optimized subgradient auctionCATS paths, regions, arbitrary, and scheduling · CATS instances cleared by all auction typesmedian rounds to clearingHelped
increase the global agent's prior varianceBayesian clearing mechanism · LLG, unbiased global-agent priorrounds to clearingHurt
use an intermediate prior variance rather than a very low or very high variance for the biased global-agent priorBayesian clearing mechanism · LLG, biased global-agent priorrounds to clearingHelped

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