Volume 22, Issue 2

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March 2019

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

Issue Editors:

Jingkuan Song,
Shuqiang Jiang,
Elisa Ricci,
Zi Huang

27 articles in this issue

Editor’s Note - Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
News 24 January 2019 Pages: 419 - 421
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
On fusing the latent deep CNN feature for image classification
Xueliang Liu
Rongjie Zhang
Guangcan Liu
OriginalPaper 15 June 2018 Pages: 423 - 436
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
A resource-aware approach for authenticating privacy preserving GNN queries
Yan Dai
Jie Shao
Long Guo
OriginalPaper 06 December 2017 Pages: 437 - 454
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Effective shortest travel-time path caching and estimating for location-based services
Detian Zhang
An Liu
Qing Li
OriginalPaper 16 April 2018 Pages: 455 - 475
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Class consistent hashing for fast Web data searching
Xin Luo
Ye Wu
Xin-Shun Xu
OriginalPaper 17 March 2018 Pages: 477 - 497
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
MARES: multitask learning algorithm for Web-scale real-time event summarization
Min Yang
Wenting Tu
Ying Shen
OriginalPaper 02 June 2018 Pages: 499 - 515
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Low-rank hypergraph feature selection for multi-output regression
Xiaofeng Zhu
Rongyao Hu
Can Wang
OriginalPaper 08 December 2017 Pages: 517 - 531
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
ProfitLeader: identifying leaders in networks with profit capacity
Zhongjing Yu
Junming Shao
Zejun Sun
OriginalPaper 21 May 2018 Pages: 533 - 553
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Multi-scale deep context convolutional neural networks for semantic segmentation
Quan Zhou
Wenbing Yang
Longin Jan Latecki
OriginalPaper 19 April 2018 Pages: 555 - 570
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Deep learning approaches for video-based anomalous activity detection
Karishma Pawar
Vahida Attar
OriginalPaper 03 May 2018 Pages: 571 - 601
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
A novel approach for Web page modeling in personal information extraction
Wei Yuliang
Zhou Qi
Wang Bailing
OriginalPaper 05 September 2018 Pages: 603 - 620
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Residual attention-based LSTM for video captioning
Xiangpeng Li
Zhilong Zhou
Lianli Gao
OriginalPaper 26 February 2018 Pages: 621 - 636
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Predicting e-book ranking based on the implicit user feedback
Bin Cao
Chenyu Hou
Shuiguang Deng
OriginalPaper 14 April 2018 Pages: 637 - 655
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Deep adversarial metric learning for cross-modal retrieval
Xing Xu
Li He
Yanli Ji
OriginalPaper 04 April 2018 Pages: 657 - 672
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Group sparse reduced rank regression for neuroimaging genetic study
Xiaofeng Zhu
Heung-Il Suk
Dinggang Shen
OriginalPaper 17 September 2018 Pages: 673 - 688
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Abnormal event detection in tourism video based on salient spatio-temporal features and sparse combination learning
Yue Geng
Junping Du
Meiyu Liang
OriginalPaper 06 July 2018 Pages: 689 - 715
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Co-regularized kernel ensemble regression
Dickson Keddy Wornyo
Xiang-Jun Shen
Shu-Cheng Huang
OriginalPaper 27 April 2018 Pages: 717 - 734
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Exploiting long-term temporal dynamics for video captioning
Yuyu Guo
Jingqiu Zhang
Lianli Gao
OriginalPaper 02 March 2018 Pages: 735 - 749
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Context-aware graph pattern based top-k designated nodes finding in social graphs
Guanfeng Liu
Qun Shi
Jiajie Xu
OriginalPaper 24 March 2018 Pages: 751 - 770
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Global-view hashing: harnessing global relations in near-duplicate video retrieval
Weizhen Jing
Xiushan Nie
Yilong Yin
OriginalPaper 26 February 2018 Pages: 771 - 789
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Dilated-aware discriminative correlation filter for visual tracking
Guoxia Xu
Hu Zhu
Huimin Lu
OriginalPaper 20 April 2018 Pages: 791 - 805
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Generalized zero-shot learning for action recognition with web-scale video data
Kun Liu
Wu Liu
Xiongxiong Dong
OriginalPaper 09 November 2018 Pages: 807 - 824
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Semi-supervised cross-modal learning for cross modal retrieval and image annotation
Fuhao Zou
Xingqiang Bai
Hefei Ling
OriginalPaper 13 July 2018 Pages: 825 - 841
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
An emotion-based responding model for natural language conversation
Feng Liu
Qirong Mao
Yongzhao Zhan
OriginalPaper 27 June 2018 Pages: 843 - 861
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Protecting multi-party privacy in location-aware social point-of-interest recommendation
Weiqi Wang
An Liu
Xiaofang Zhou
OriginalPaper 04 April 2018 Pages: 863 - 883
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Practical k-agents search algorithm towards information retrieval in complex networks
Pengfei Liu
Minyu Feng
Ming Liu
OriginalPaper 23 January 2018 Pages: 885 - 905
Part of 2 collections:

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

Special Issue on Deep vs. Shallow: Learning for Emerging Web-scale Data Computing and Applications
Low-rank dimensionality reduction for multi-modality neurodegenerative disease identification
Xiaofeng Zhu
Heung-Il Suk
Dinggang Shen
OriginalPaper 13 November 2018 Pages: 907 - 925
Part of 2 collections:

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

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

Volume 22, Issue 2

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