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

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On fusing the latent deep CNN feature for image classification
Xueliang Liu | Rongjie Zhang | Zhijun Meng | Richang Hong | Guangcan Liu

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A resource-aware approach for authenticating privacy preserving GNN queries
Yan Dai | Jie Shao | Gang Hu | Long Guo

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

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Class consistent hashing for fast Web data searching
Xin Luo | Ye Wu | Wan-Jin Yu | Xin-Shun Xu

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

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

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ProfitLeader: identifying leaders in networks with profit capacity
Zhongjing Yu | Junming Shao | Qinli Yang | Zejun Sun

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Multi-scale deep context convolutional neural networks for semantic segmentation
Quan Zhou | Wenbin Yang | Guangwei Gao | Weihua Ou | Huimin Lu | Jie Chen | Longin Jan Latecki

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Deep learning approaches for video-based anomalous activity detection
Karishma Pawar | Vahida Attar

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

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Residual attention-based LSTM for video captioning
Xiangpeng Li | Zhilong Zhou | Lijiang Chen | Lianli Gao

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

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

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Group sparse reduced rank regression for neuroimaging genetic study
Xiaofeng Zhu | Heung-Il Suk | Dinggang Shen

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Abnormal event detection in tourism video based on salient spatio-temporal features and sparse combination learning
Yue Geng | Junping Du | MeiYu Liang

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Co-regularized kernel ensemble regression
Dickson Keddy Wornyo | Xiang-jun Shen | Yong Dong | Liangjun Wang | Shu-Cheng Huang

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Exploiting long-term temporal dynamics for video captioning
Yuyu Guo | Jingqiu Zhang | Lianli Gao

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

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

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

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

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

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

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

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Practical k-agents search algorithm towards information retrieval in complex networks
Pengfei Liu | Minyu Feng | Ming Liu

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Low-rank dimensionality reduction for multi-modality neurodegenerative disease identification
Xiaofeng Zhu | Heung-Il Suk | Dinggang Shen