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Algorithms for Trip-Vehicle Assignment in Ride-Sharing

AAAI 2018 · Learning theory and algorithms › Submodular and game algorithms · approach: Streaming submodular algorithms · 113 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
increase number of drivers n (10 -> 50)Algorithm 1 · Uniform synthetic, B=10approximation ratio upper bound (l1): 1.23 -> 1.10Helped
vary distance norm (l1 vs l2), B, centers, sigmaAlgorithm 1 · synthetic uniform and Gaussian mixtureapproximation ratio upper boundNo clear effect
more requests than drivers (m=3n instead of m=2n)Algorithm 1 variant · Gaussian mixture syntheticapproximation ratio upper boundHurt

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