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Scripts, inputs and outputs of Module 3 BN analysis and impact assessment regarding Deliverable D6.3 "Performance and Impact assessment" in the IP4MaaS project

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Zenodo2023-11-04 更新2026-05-26 收录
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All the materials, inputs, models, and scripts that are used in the performance assessment toolbox (IP4MaaS project, Deliverable D6.3 Performance and Impact Assessment) are available in the attached folder. The attached folder contains the following: Module 3_ BN analysis_Graphs and weights (the inputs, weights, graphs, and scripts of Bayesian Network analysis per each IP4MaaS demo site). The scripts have been designed for easy adoption in other projects with similar end goals. While the scripts operate on the codified representation of the traveller profiles, functionalities, and service providers, there is no restriction on the type of codification used. The only factor that the scripts assume is the order of the variables introduced for codification. That is the traveller profile variable (wherever applicable), followed by the Functionality variable, followed by the Service Provider variable. As long as the order is maintained, the scripts self-analyze the number of variables representing the traveller profiles, functionalities, and service providers, and perform calculations (USI, Effectiveness) and analysis (Regression and BN), Hence, in a similar framework, the scripts may be used for performing data analysis on a large data set with no restriction on the number of functionalities, service providers or subsets of traveller profiles. Documented Scripts can be found in a downloadable ZIP file here.

本性能评估工具箱(IP4MaaS项目,可交付成果D6.3《性能与影响评估》)所使用的全部素材、输入数据、模型与脚本,均可于附件文件夹中获取。该附件文件夹内含以下内容:模块3_贝叶斯网络(Bayesian Network)分析_图表与权重(针对IP4MaaS各演示站点的贝叶斯网络分析输入数据、权重、图表及配套脚本)。本脚本专为适配其他具备相似最终目标的项目而开发。尽管脚本基于旅客画像、功能模块与服务提供商的编码表示运行,但并未对所采用的编码类型施加任何限制。脚本仅对编码时引入的变量顺序存在预设要求,即依次为旅客画像变量(若适用)、功能模块变量,最后为服务提供商变量。只要遵循该变量顺序,脚本可自动识别代表旅客画像、功能模块及服务提供商的变量数量,并执行(用户满意度指数USI、效能)计算与(回归分析与贝叶斯网络)分析。因此,在类似框架下,本脚本可用于对大型数据集开展数据分析,且不对功能模块、服务提供商的数量或旅客画像子集的数量设限。带完整文档说明的脚本可从此处的可下载ZIP压缩包中获取。

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Zenodo
创建时间:
2023-08-28
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