TY - GEN
T1 - Urban rail transit demand analysis and prediction
T2 - 11th International KES Conference on Intelligent Interactive Multimedia: Systems and Services, KES-IIMSS 2018
AU - Fang, Zhiyan
AU - Cheng, Qixiu
AU - Jia, Ruo
AU - Liu, Zhiyuan
N1 - Funding Information:
Acknowledgement. This study is supported by the General Projects (No. 71771050) and Key Projects (No. 51638004) of the National Natural Science Foundation of China, and the Natural Science Foundation of Jiangsu Province in China (BK20150603).
Publisher Copyright:
© Springer International Publishing AG, part of Springer Nature 2019.
PY - 2018/6
Y1 - 2018/6
N2 - Urban rail transit demand analysis and forecasting is an essential prerequisite for daily operations and management. This paper categorizes the proposed demand forecasting methods, and focuses on traditional models, statistical models and machine learning approaches, according to their features and fields. Especially, influential and widely-used methods including the four-stage model, land use models, time series methods, Logit regression, Artificial Neural Networks (ANNs) and other referring methods are all taken into discussion.
AB - Urban rail transit demand analysis and forecasting is an essential prerequisite for daily operations and management. This paper categorizes the proposed demand forecasting methods, and focuses on traditional models, statistical models and machine learning approaches, according to their features and fields. Especially, influential and widely-used methods including the four-stage model, land use models, time series methods, Logit regression, Artificial Neural Networks (ANNs) and other referring methods are all taken into discussion.
UR - http://www.scopus.com/inward/record.url?scp=85049009522&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-92231-7_31
DO - 10.1007/978-3-319-92231-7_31
M3 - Conference article published in proceeding or book
AN - SCOPUS:85049009522
SN - 9783319922300
T3 - Smart Innovation, Systems and Technologies
SP - 300
EP - 309
BT - Intelligent Interactive Multimedia Systems and Services - Proceedings of 2018 Conference
A2 - Howlett, Robert J.
A2 - Jain, Lakhmi C.
A2 - Jain, Lakhmi C.
A2 - De Pietro, Giuseppe
A2 - Gallo, Luigi
A2 - Jain, Lakhmi C.
A2 - Vlacic, Ljubo
A2 - Howlett, Robert J.
PB - Springer Science and Business Media Deutschland GmbH
Y2 - 20 June 2018 through 22 June 2018
ER -
