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New Mechanisms for Pairwise Kidney Exchange New Mechanisms for Pairwise Kidney Exchange

New Mechanisms for Pairwise Kidney Exchange - PowerPoint Presentation

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Uploaded On 2017-08-22

New Mechanisms for Pairwise Kidney Exchange - PPT Presentation

Hossein Esfandiari University of M aryland Guy Kortsarz Rutgers University 1 Presented by Hedyeh Beyhaghi Cornell University Pairwise Kidney Exchange Kidney transplant is the only treatment for several types of ID: 581048

utility amp kidney merge amp utility merge kidney mechanism variance layer hospital exchange agent risk approximation donor patient deterministic model graph university

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Slide1

New Mechanisms for Pairwise Kidney Exchange

Hossein Esfandiari University of Maryland

Guy KortsarzRutgers University

1

*Presented by

Hedyeh

Beyhaghi

Cornell UniversitySlide2

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.2

PatientDonorSlide3

Graph Model

3

PatientDonorSlide4

Graph Model

4

Hospital 1

Hospital 2Slide5

Graph Model - Hospitals

5

Hospital 1

Hospital 2Slide6

Mix and Match

6

0

1

1

Ashlagi

, Fischer,

Kash

,

Procaccia

, EC’10

2-approximation truthful mechanismSlide7

Large Utility

Variance7

0

0

1Slide8

Low-Risk Mechanisms

In a real application, agents may not accept a large variance on their utility. 8

Definition: A mechanism is low-risk if the variance of the utility of all agents are . 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  Slide9

A Low-Risk Mechanism

9

M&MM&MR-MergeR-MergeM&M

M&M

R-Merge

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

decreasesSlide10

Deterministic Algorithms

We modify Mix-and-Match to use at most random bits.For each agent

(Average utility in layer ) = (Average utility in layer )  10M&MM&MD-Merge

M&M

M&M

D-Merge

D-Merge

leaves

 

Layer 1

Layer 2

Layer 3Slide11

Deterministic AlgorithmsAlmost truthfulness

11

Theorem: There exist a deterministic 2-approximation mechanism for the kidney exchange game, in which no agent gains more than by hiding her vertices. Slide12

12