Travel Time Prediction by Providing Constraints on a Convolutional Neural Network. - Xiangdong Ran; Zhiguang Shan; Yufei Fang; Chuang Lin 002 (IEEE Access, 2018)

Short-Term Travel Time Prediction: A Spatiotemporal Deep Learning Approach. - Xiangdong Ran; Zhiguang Shan; Yong Shi 001; Chuang Lin 002 (Int. J. Inf. Technol. Decis. Mak., 2019)

An LSTM-Based Method with Attention Mechanism for Travel Time Prediction. - Xiangdong Ran; Zhiguang Shan; Yufei Fang; Chuang Lin 002 (Sensors, 2019)

A Convolution Component-Based Method with Attention Mechanism for Travel-Time Prediction. - Xiangdong Ran; Zhiguang Shan; Yufei Fang; Chuang Lin 002 (Sensors, 2019)

Stacking LSTMs to Extract Features in Two-Dimensional Data for Prediction Tasks on Travel Time and Crimes Frequency. - Xiangdong Ran; Kai Niu 006; Fanxing Deng (ACAI, 2024)

A model based LSTM and graph convolutional network for stock trend prediction. - Xiangdong Ran; Zhiguang Shan; Yukang Fan; Lei Gao (PeerJ Comput. Sci., 2024)