Editor’s Note - Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications

World Wide Web gratefully acknowledges the editorial work of the scholars listed below on the special issue entitled “Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications.”

Jingkuan Song

University of Electronic Science and Technology of China

China

jingkuan.song@gmail.com

Shuqiang Jiang

Chinese Academy of Sciences

China

sqjiang@ict.ac.cn

Elisa Ricci

University of Perugia

Italy

elisa.ricci@unipg.it

Zi Huang

The University of Queensland

Australia

huang@itee.uq.edu.au

This special issue contains the following twenty-six papers:

• On fusing the latent deep CNN feature for image classification by Xueliang Liu, Rongjie Zhang, Zhijun Meng, Richang Hong, and Guangcan Liu

  https://doi.org/10.1007/s11280-018-0600-3

• A resource-aware approach for authenticating privacy preserving GNN queries by Yan Dai, Jie Shao, Gang Hu, and Long Guo

  https://doi.org/10.1007/s11280-017-0507-4

• Effective shortest travel-time path caching and estimating for location-based services by Detian Zhang, An Liu, Zhixu Li, Gangyong Jia, Fei Chen, and Qing Li

  https://doi.org/10.1007/s11280-018-0549-2

• Class consistent hashing for fast Web data searching by Xin Luo, Ye Wu, Wan-Jin Yu, and Xin-Shun Xu

  https://doi.org/10.1007/s11280-018-0540-y

• MARES: multitask learning algorithm for Web-scale real-time event summarization by Min Yang, Wenting Tu, Qiang Qu, Kai Lei, Xiaojun Chen, Jia Zhu, and Ying Shen

  https://doi.org/10.1007/s11280-018-0597-7

• Low-rank hypergraph feature selection for multi-output regression by Xiaofeng Zhu, Rongyao Hu, Cong Lei, Kim Han Thung, Wei Zheng, and Can Wang

  https://doi.org/10.1007/s11280-017-0514-5

• ProfitLeader: identifying leaders in networks with profit capacity by Zhongjing Yu, Junming Shao, Qinli Yang, and Zejun Sun

  https://doi.org/10.1007/s11280-018-0537-6

• Multi-scale deep context convolutional neural networks for semantic segmentation by Quan Zhou, Wenbing Yang, Guangwei Gao, Weihua Ou, Huimin Lu, Jie Chen, and Longin Jan Latecki

  https://doi.org/10.1007/s11280-018-0556-3

• Deep learning approaches for video-based anomalous activity detection by Karishma Pawar and Vahida Attar

  https://doi.org/10.1007/s11280-018-0582-1

• A novel approach for Web page modeling in personal information extraction by Wei Yuliang, Zhou Qi, Lv Fang, Han Xixian, Xin Guodong, and Wang Bailing

  https://doi.org/10.1007/s11280-018-0631-9

• Residual attention-based LSTM for video captioning by Xiangpeng Li, Zhilong Zhou, Lijiang Chen, and Lianli Gao

  https://doi.org/10.1007/s11280-018-0531-z

• Predicting e-book ranking based on the implicit user feedback by Bin Cao, Chenyu Hou, Hongjie Peng, Jing Fan, Jian Yang, Jianwei Yin, and Shuiguang Deng

  https://doi.org/10.1007/s11280-018-0554-5

• Deep adversarial metric learning for cross-modal retrieval by Xing Xu, Li He, Huimin Lu, Lianli Gao, Yanli Ji

  https://doi.org/10.1007/s11280-018-0541-x

• Group sparse reduced rank regression for neuroimaging genetic study by Xiaofeng Zhu, Heung-Il Suk, and Dinggang Shen

  https://doi.org/10.1007/s11280-018-0637-3

• Abnormal event detection in tourism video based on salient spatio-temporal features and sparse combination learning by Yue Geng, Junping Du, and Meiyu Liang

  https://doi.org/10.1007/s11280-018-0603-0

• Co-regularized kernel ensemble regression by Dickson Keddy Wornyo, Xiang-Jun Shen, Yong Dong, Liangjun Wang, and Shu-Cheng Huang

  https://doi.org/10.1007/s11280-018-0576-z

• Exploiting long-term temporal dynamics for video captioning by Yuyu Guo, Jingqiu Zhang, and Lianli Gao

  https://doi.org/10.1007/s11280-018-0530-0

• Context-aware graph pattern based top-k designated nodes finding in social graphs by Guanfeng Liu, Qun Shi, Kai Zheng, Zhixu Li, An Liu, and Jiajie Xu

  https://doi.org/10.1007/s11280-017-0513-6

• Global-view hashing: harnessing global relations in near-duplicate video retrieval by Weizhen Jing, Xiushan Nie, Chaoran Cui, Xiaoming Xi, Gongping Yang, and Yilong Yin

  https://doi.org/10.1007/s11280-018-0536-7

• Dilated-aware discriminative correlation filter for visual tracking by Guoxia Xu, Hu Zhu, Lizhen Deng, Lixin Han, Yujie Li, and Huimin Lu

  https://doi.org/10.1007/s11280-018-0555-4

• Generalized zero-shot learning for action recognition with web-scale video data by Kun Liu, Wu Liu, Huadong Ma, Wenbing Huang, and Xiongxiong Dong

  https://doi.org/10.1007/s11280-018-0642-6

• Semi-supervised cross-modal learning for cross modal retrieval and image annotation by Fuhao Zou, Xingqiang Bai, Chaoyang Luan, Kai Li, Yunfei Wang, and Hefei Ling

  https://doi.org/10.1007/s11280-018-0581-2

• An emotion-based responding model for natural language conversation by Feng Liu, Qirong Mao, Liangjun Wang, Nelson Ruwa, Jianping Gou, and Yongzhao Zhan

  https://doi.org/10.1007/s11280-018-0601-2

• Protecting multi-party privacy in location-aware social point-of-interest recommendation by Weiqi Wang, An Liu, Zhixu Li, Xiangliang Zhang, Qing Li, and Xiaofang Zhou

  https://doi.org/10.1007/s11280-018-0550-9

• Practical k-agents search algorithm towards information retrieval in complex networks by Pengfei Liu, Minyu Feng, and Ming Liu

  https://doi.org/10.1007/s11280-018-0527-8

• Low-rank dimensionality reduction for multi-modality neurodegenerative disease identification by Xiaofeng Zhu, Heung-Il Suk, and Dinggang Shen

  https://doi.org/10.1007/s11280-018-0645-3