Machine Learning and Sustainable Mobility: The Case of the University of Foggia (Italy)

被引:2
|
作者
Cappelletti, Giulio Mario [1 ]
Grilli, Luca [1 ]
Russo, Carlo [1 ]
Santoro, Domenico [2 ]
机构
[1] Univ Foggia, Dept Econ Management & Terr, I-71121 Foggia, Italy
[2] Univ Bari Aldo Moro, Dept Econ & Finance, I-70124 Bari, Italy
来源
APPLIED SCIENCES-BASEL | 2022年 / 12卷 / 17期
关键词
university; sustainability; transport policy; mobility choices; machine learning; emissions; MULTIPLE IMPUTATION; MISSING DATA; INDICATORS; MODELS;
D O I
10.3390/app12178774
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Thanks to the development of increasingly sophisticated machine-learning techniques, it is possible to improve predictions of a particular phenomenon. In this paper, after analyzing data relating to the mobility habits of University of Foggia (UniFG) community members, we apply logistic regression and cross validation to determine the information that is missing in the dataset (so-called imputation process). Our goal is to make it possible to obtain the missing information that can be useful for calculating sustainability indicators and that allow the UniFG Rectorate to improve its sustainable mobility policies by encouraging methods that are as appropriate as possible to the users' needs.
引用
收藏
页数:11
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