A Multi-class Ride-hailing Service Subsidy System Utilizing Deep Causal Networks

Fuente: arXiv

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Autori principali:	Yu, Zhe, Xia, Chi, Cao, Shaosheng, Zhou, Lin
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Machine Learning
Accesso online:	Acceder al recurso
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author	Yu, Zhe Xia, Chi Cao, Shaosheng Zhou, Lin
author_facet	Yu, Zhe Xia, Chi Cao, Shaosheng Zhou, Lin
contents	In the ride-hailing industry, subsidies are predominantly employed to incentivize consumers to place more orders, thereby fostering market growth. Causal inference techniques are employed to estimate the consumer elasticity with different subsidy levels. However, the presence of confounding effects poses challenges in achieving an unbiased estimate of the uplift effect. We introduce a consumer subsidizing system to capture relationships between subsidy propensity and the treatment effect, which proves effective while maintaining a lightweight online environment.
format	Preprint
id	arxiv_https___arxiv_org_abs_2408_02065
institution	arXiv
publishDate	2024
record_format	arxiv
spellingShingle	A Multi-class Ride-hailing Service Subsidy System Utilizing Deep Causal Networks Yu, Zhe Xia, Chi Cao, Shaosheng Zhou, Lin Machine Learning In the ride-hailing industry, subsidies are predominantly employed to incentivize consumers to place more orders, thereby fostering market growth. Causal inference techniques are employed to estimate the consumer elasticity with different subsidy levels. However, the presence of confounding effects poses challenges in achieving an unbiased estimate of the uplift effect. We introduce a consumer subsidizing system to capture relationships between subsidy propensity and the treatment effect, which proves effective while maintaining a lightweight online environment.
title	A Multi-class Ride-hailing Service Subsidy System Utilizing Deep Causal Networks
topic	Machine Learning
url	https://arxiv.org/abs/2408.02065

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