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New Mechanisms for Pairwise Kidney Exchange
Hossein Esfandiari University of Maryland Guy Kortsarz Rutgers University *Presented by Hedyeh Beyhaghi Cornell University
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Pairwise Kidney Exchange
Kidney transplant is the only treatment for several types of kidney diseases. Some times, the patient and the donor are not compatible. Patient Donor
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Graph Model Patient Donor
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Graph Model Hospital 1 Hospital 2
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Graph Model - Hospitals
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Mix and Match 1 1 Ashlagi, Fischer, Kash, Procaccia, EC’10
2-approximation truthful mechanism 1 1
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Large Utility Variance
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Low-Risk Mechanisms In a real application, agents may not accept a large variance on their utility. Definition: A mechanism is low-risk if the variance of the utility of all agents are 𝑂(1). Theorem: There exist a low-risk 2-approximation truthful mechanism for the kidney exchange game, in which the variance of the utility of each agent it at most 2+𝜖
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A Low-Risk Mechanism Our main technical contribution: We can merge the outcome of two independent run of a mechanism s.t. for each agent The expected utility remains the same. The variance of the utility decreases R-Merge R-Merge R-Merge M&M M&M M&M M&M
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Deterministic Algorithms
We modify Mix-and-Match to use at most log 𝑛 random bits. For each agent (Average utility in layer 𝑖) = (Average utility in layer 𝑖+1 ) ±2 D-Merge Layer 3 Layer 2 D-Merge D-Merge 2 log(𝑛) =𝑛 leaves M&M M&M M&M M&M Layer 1
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Deterministic Algorithms Almost truthfulness
Theorem: There exist a deterministic 2-approximation mechanism for the kidney exchange game, in which no agent gains more than 2log(𝑛) by hiding her vertices.
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