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18,458 results on '"Zheng Hong"'

209. GACAN: Graph Attention-Convolution-Attention Networks for Traffic Forecasting Based on Multi-granularity Time Series

Author

Zhang, Sikai, Zheng, Hong, Su, Hongyi, Yan, Bo, Liu, Jiamou, and Yang, Song

Subjects
Computer Science - Machine Learning, Statistics - Machine Learning
Abstract

Traffic forecasting is an integral part of intelligent transportation systems (ITS). Achieving a high prediction accuracy is a challenging task due to a high level of dynamics and complex spatial-temporal dependency of road networks. For this task, we propose Graph Attention-Convolution-Attention Networks (GACAN). The model uses a novel Att-Conv-Att (ACA) block which contains two graph attention layers and one spectral-based GCN layer sandwiched in between. The graph attention layers are meant to capture temporal features while the spectral-based GCN layer is meant to capture spatial features. The main novelty of the model is the integration of time series of four different time granularities: the original time series, together with hourly, daily, and weekly time series. Unlike previous work that used multi-granularity time series by handling every time series separately, GACAN combines the outcome of processing all time series after each graph attention layer. Thus, the effects of different time granularities are integrated throughout the model. We perform a series of experiments on three real-world datasets. The experimental results verify the advantage of using multi-granularity time series and that the proposed GACAN model outperforms the state-of-the-art baselines., Comment: This paper has been published in the IJCNN 2021 (https://ieeexplore.ieee.org/document/9534064/)

Published
2021
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217. Impact of post-transplant cyclophosphamide and splenomegaly on primary graft failure and multi-lineage cytopenia after allogeneic hematopoietic cell transplantation

Author

Zulch, Emma, Inoue, Yoshitaka, Cioccio, Joseph, Rakszawski, Kevin, Songdej, Natthapol, Nickolich, Myles, Zheng, Hong, Naik, Seema, Rybka, Witold, Ehmann, Christopher, Sivik, Jeffrey, Mierski, Jseph, Silar, Brooke, Vajdic, Caitlin, Greiner, Robert, Brown, Valerie, Hohl, Raymond, Claxton, David, Shike, Hiroko, Paules, Catharine I., Mineishi, Shin, and Minagawa, Kentaro

Published
2024
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244. Continuous exposure to isoprenaline reduced myotube size by delaying myoblast differentiation and fusion through the NFAT-MEF2C signaling pathway

Author

Yue, Jing, Xu, Wei, Xiang, Li, Chen, Shao-juan, Li, Xin-yuan, Yang, Qian, Zhang, Ruo-nan, Bao, Xin, Wang, Yan, Mbadhi, MagdaleenaNaemi, Liu, Yun, Yao, Lu-yuan, Chen, Long, Zhao, Xiao-ying, Hu, Chang-qing, Zhang, Jing-xuan, Zheng, Hong-tao, Wu, Yan, Chen, Shi-You, Li, Shan, Lv, Jing, Shi, Liu-liu, and Tang, Jun-ming

Published
2023
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247. The spatiotemporal matching pattern of Ezrin/Periaxin involved in myoblast differentiation and fusion and Charcot-Marie-Tooth disease-associated muscle atrophy

Author

Zhang, Ruo-nan, Bao, Xin, Liu, Yun, Wang, Yan, Li, Xing-Yuan, Tan, Ge, Mbadhi, Magdaleena Naemi, Xu, Wei, Yang, Qian, Yao, Lu-yuan, Chen, Long, Zhao, Xiao-ying, Hu, Chang-qing, Zhang, Jing-xuan, Zheng, Hong-tao, Wu, Yan, Li, Shan, Chen, Shao-juan, Chen, Shi-you, Lv, Jing, Shi, Liu-liu, and Tang, Jun-ming

Published
2023
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