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Ant Lion Optimization algorithm for kidney exchanges.

Eslam Hamouda1, Sara El-Metwally1, Mayada Tarek1

  • 1Computer Science Department, Faculty of Computers and Information, Mansoura University, Mansoura, Dakahlia, Egypt.

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|May 4, 2018
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Summary
This summary is machine-generated.

Kidney exchange programs facilitate transplants for incompatible pairs. A novel Ant Lion Optimization algorithm maximizes exchanges, outperforming other methods in efficiency and results.

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Area of Science:

  • Transplantation science
  • Operations research
  • Bio-inspired computing

Background:

  • Kidney exchange programs (KEPs) enable transplants for incompatible patient-donor pairs.
  • KEPs involve complex optimization problems considering patient outcomes and resource limitations.

Purpose of the Study:

  • To introduce a bio-inspired stochastic algorithm, Ant Lion Optimization (ALO), for kidney exchange.
  • To maximize feasible cycles and chains in kidney exchange pools.

Main Methods:

  • Applied the Ant Lion Optimization (ALO) algorithm to model kidney exchange.
  • Compared ALO with deterministic (integer programming) and other stochastic (Genetic Algorithm) methods.

Main Results:

  • ALO achieved comparable results to deterministic approaches.
  • ALO outperformed Genetic Algorithms in computational efficiency and exchange quantity.
  • ALO demonstrated adaptability for online exchanges and incorporating patient weights.

Conclusions:

  • The Ant Lion Optimization algorithm is a viable and efficient tool for kidney exchange optimization.
  • ALO offers advantages in computational resource usage and maximizing transplants.
  • The algorithm can be readily adapted for advanced KEP decision-making.