Search Results - subject:"Flow prediction"

Fausch, Jürg; Frigg, Moreno; Ruenzi, Stefan; Weigert, … - 2026

We present improved out-of-sample predictability of future fund flows using state-of-the-art machine learning methods. Nonlinear machine learning models significantly outperform linear models in terms of out-of-sample R-squared. Using interpretable ML methods, we identify past flows and the...

Persistent link: https://www.econbiz.de/10015608830

Machine learning mutual fund flows

Fausch, Jürg; Frigg, Moreno; Ruenzi, Stefan; Weigert, … - 2026 - This draft: May 03, 2025

Persistent link: https://www.econbiz.de/10015605608

Deep multi-view information-powered vessel traffic flow prediction for intelligent transportation management

Li, Huanhuan; Zhang, Yu; Li, Yan; Lam, Jasmine Siu Lee; … - In: Transportation research : an international journal 197 (2025), pp. 1-42

Persistent link: https://www.econbiz.de/10015450360

Hybrid deep learning model with VMD-BiLSTM-GRU networks for short-term traffic flow prediction

Ma, Changxi; Hu, Yanming; Xu, Xuecai - In: Data science and management : DSM 8 (2025) 3, pp. 257-269

-term traffic flow prediction an important research field. Accurate prediction of traffic flow is beneficial for the optimization of … network (BiLSTM), and a gated recurrent unit (GRU) for short-term traffic flow prediction. To validate the effectiveness of … to existing prediction techniques, thereby substantiating its efficacy in short-term traffic flow prediction. …

Persistent link: https://www.econbiz.de/10015550261

Data-driven predictive modeling of citywide crowd flow for urban safety management : a case study of Beijing, China

Jiang, He; Zhang, Xuxilu; Dong, Yao; Wang, Jianzhou - In: Journal of forecasting 44 (2025) 2, pp. 730-752

Persistent link: https://www.econbiz.de/10015374083

A novel untapped flight segment flow prediction framework based on graph deep learning and heuristic algorithm for sustainable transport development

Chen, Linlin; Han, Shuihua; Gupta, Shivam; Sivarajah, … - In: Journal of the Operational Research Society 76 (2025) 7, pp. 1338-1354

Persistent link: https://www.econbiz.de/10015551927

A nonlinear dynamic approach to cash flow forecasting

Pang, Yang; Shi, Shimeng; Shi, Yukun; Zhao, Yang - In: Review of quantitative finance and accounting 59 (2022) 1, pp. 205-237

Persistent link: https://www.econbiz.de/10013459272

A multi-view attention-based spatial-temporal network for airport arrival flow prediction

Yan, Zhen; Yang, Hongyu; Wu, Yuankai; Lin, Yi - In: Transportation research / E : an international journal 170 (2023), pp. 1-15

Persistent link: https://www.econbiz.de/10014284803

Temporal attention aware dual-graph convolution network for air traffic flow prediction

Cai, Kaiquan; Shen, Zhiqi; Luo, Xiaoyan; Li, Yue - In: Journal of air transport management 106 (2023), pp. 1-14

Persistent link: https://www.econbiz.de/10013478537

Big data algorithms and applications in intelligent transportation system : a review and bibliometric analysis

Kaffash, Sepideh; An Truong Nguyen; Zhu, Joe - In: International journal of production economics 231 (2021), pp. 1-15

Persistent link: https://www.econbiz.de/10012415010