基于在线评论数据的众包服务商选择模型构建

Crowdsourcing Service Provider Selection Model Construction Based on the Online Comment Data

摘要:

针对众包模式下信用度缺乏带来的众包服务商选择困难问题，探讨利用众包平台上的在线评论数据选择服务商。基于胜任力模型，从接包方、平台和任务设计3个方面提出13个影响服务商选择的特征，构建基于在线评论数据的众包服务商选择模型，并利用分类算法实现模型。实验结果表明，基于接包方、平台和任务设计3类特征组合下的服务商选择效果最佳；模型选择的最佳服务商基本符合真实数据中发包方选择的中标服务商，验证了模型在实际应用中的有效性。

Abstract:

In view of the difficulty of selecting crowdsourcing service providers caused by the lack of credit in crowdsourcing mode, this paper discusses how to select service providers by using online comment data on crowdsourcing platform. Based on competency model, 13 features that affect the selection of service providers are proposed from three aspects: service provider, platform and task design, the crowdsourcing service provider selection model based on online comment data is constructed, and the classification algorithm is used to implement the model. The experimental results show that，the service provider selection effect based on the combination of service provider, platform and task design is the best，and the best service provider selected by the model basically accords with the winning service provider selected by the contractor in the real data, so the validity of the model in practical application is verified.