Analysis of Income Attribution of Ride-hailing Drivers Based on Machine Learning

Shuai Sun
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Abstract

The government promulgated the compliance policy of net contract vehicles, which raised the cost of drivers. In order to preserve the capacity of the platform, it is necessary to ensure the income of drivers. In order to determine the reasons for the low driver’s income, this paper analyzes the driver’s attributes, driver’s behavior, passenger’s behavior and platform factors, screens the characteristic indicators, and uses decision tree and logistic regression machine learning algorithm to judge the important influencing factors and their influence areas, so as to provide support for the follow-up strategy of enterprises.
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基于机器学习的网约车司机收入归属分析
政府颁布了网约车合规政策,提高了司机的成本。为了保持平台的容量,必须保证司机的收入。为了确定司机收入偏低的原因,本文通过分析司机属性、司机行为、乘客行为和平台因素,筛选特征指标,运用决策树和逻辑回归机器学习算法判断重要影响因素及其影响区域,为企业后续策略提供支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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