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SMTI

Stable Marriage with Incomplete List and Ties (SMTI) using Spark

Course project by Yilong Geng and Mingyu Gao for CME 323 in Stanford University.

Algorithm

Implement Gale-Shapley algorithm for stable marriage problem, and Zoltan Kiraly's algorithm for 3/2-approximation on SMTI problem.

Source File Structure

  • src/main/scala/edu/stanford/cme323/spark/smti/
    • package.scala: general definition
    • SMTIGS.scala: base class for GS algorithm scheme
    • SMTIGSBasic.scala: basic GS algorithm
    • SMTIGSKiraly.scala: Kiraly's algorithm
    • utils/: utilities for IO and random data generation
  • MainApp.scala: example usage main class
  • utilities/
  • testdata/: a small test dataset with 100 men/women, pi = 0.8, pt = 0.2

Quick Start

Compile

Use sbt: make assembly

Run

Use random generated data: make run ARGS="--size 1000 --pi 0.9 --pt 0.2"

Use translated dataset: make run ARGS="--in testdata"

Use default random generated data, and output marriage result: make run ARGS="--out <out dir>"

Specify a seed for random generator: make run ARGS="--seed <seed>"

Specify number of RDD partitions: make run ARGS="--num-parts <np>"

Specify number of working threads: make run N=<n>

References

  • Gale, D., Shapley, L. S.. College Admissions and the Stability of Marriage. American Mathematical Monthly.
  • Kiraly, Z.. Linear Time Local Approximation Algorithm for Maximum Stable Marriage. Algorithms 2013.

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Stable Marriage with Incomplete List and Ties (SMTI) using Spark

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