Course video recommendation with multimodal information in online learning platforms: A deep learning framework.

Wei Xu 0007 NEC Laboratories America, Inc., Cupertino, CA, USA Carnegie Mellon University, Pittsburgh, CA, USA Wei Xu Wei Xu 0001 Southeast University, National Mobile Communications Research Laboratory, Nanjing, China https://orcid.org/0000-0001-9341-8382 https://www.wikidata.org/entity/Q57788166 Wei Xu 0002 Linköping University, Sweden Wei Xu 0003 Tianjin University, College of Precision Instrument and Opto-Electronics Engineering, China https://orcid.org/0000-0002-6021-0996 https://www.wikidata.org/entity/Q89104122 https://www.researcherid.com/rid/O-5637-2015 Wei Xu 0004 Georgia Institute of Technology, School of Interactive Computing, Atlanta, GA, USA Ohio State University, Department of Computer Science and Engineering, Columbus, OH, USA University of Pennsylvania, Computer Information and Science Department, Philadelphia, PA, USA New York University, NY, USA Tsinghua University, Department of Computer Science and Technology, Beijing, China https://cocoxu.github.io/ https://twitter.com/cocoweixu https://github.com/cocoxu/ https://orcid.org/0000-0002-7044-3232 Wei Xu 0005 徐葳 Tsinghua University, Institute for Theoretical Computer Science, Beijing, China http://iiis.tsinghua.edu.cn/~weixu/ https://orcid.org/0000-0002-9271-0223 Wei Xu 0006 Huazhong University of Science and Technology, School of Electrical and Electronic Engineering, Wuhan, China University of Technology Sydney, Faculty of Engineering and Information Technology, Australia Chinese Academy of Sciences, Institute of Electrical Engineering, Beijing, China https://orcid.org/0000-0002-8073-7285 https://orcid.org/0000-0003-0816-6016 Wei Xu 0008 Renmin University of China, School of Information / Smart City Research Center, Beijing, China https://orcid.org/0000-0001-7992-9063 Wei Xu 0009 Northwestern Polytechnical University, Department of Applied Mathematics, Xi'an, China https://orcid.org/0000-0001-9802-8076 https://www.wikidata.org/entity/Q91058232 Wei Xu 0010 University of Science and Technology of China, Department of Automation, Hefei, China https://orcid.org/0000-0003-2914-9039 Wei Xu 0011 Tianjin Polytechnic University, School of Electronics and Information Engineering, China Wei Xu 0012 University of California, Berkeley, USA Wei Xu 0013 Jilin University, State Key Laboratory of Automotive Simulation and Control, Changchun, China https://orcid.org/0000-0001-5345-4653 Wei Xu 0014 Sun Yat-Sen University, School of Data and Computer Science, Guangzhou, China Sun Yat-sen University, Key Laboratory of Machine Intelligence and Advanced Computing, Guangzhou, China https://orcid.org/0000-0003-4439-3523 Wei Xu 0015 Shenyang University of Technology, School of Management, China https://orcid.org/0000-0001-7471-5955 Wei Xu 0016 Jilin University, Institute of Water Resources and Environment, Changchun, China Jilin University, Key Laboratory of Groundwater Resources and Environment, Changchun, China https://orcid.org/0000-0002-6747-8258 Wei Xu 0017 Horizon Robotics Research, Sunnyvale, CA, USA Baidu Research, Sunnyvale USA Facebook, Inc., Palo Alto, CA, USA NEC Laboratories America, Cupertino, CA, USA Carnegie Mellon University, School of Computer Science, Pittsburgh, PA, USA https://scholar.google.com/citations?user=Gxz1fqwAAAAJ https://www.linkedin.com/in/emailweixu Wei Xu 0018 Inner Mongolia University of Technology, College of Information Engineering / Inner Mongolia Key Laboratory of Radar Technology and Application, China Chinese Academy of Sciences, Institute of Electronics, Department of Spaceborne Microwave Remote Sensing, Beijing, China https://orcid.org/0000-0002-8045-8817 https://www.wikidata.org/entity/Q90461567 Wei Xu 0019 National University of Defense Technology, College of Information System and Management, Changsha, China https://orcid.org/0000-0003-4356-6832 Wei Xu 0020 Brookhaven National Laboratory, Upton, NY, USA Stony Brook University, Computer Science Department, NY, USA https://orcid.org/0000-0002-4525-4819 Wei Xu 0021 Marvell Technology, Santa Clara, CA, USA Rensselaer Polytechnic Institute, Electrical and Computer Science Engineering Department, Troy, NY, USA Wei Xu 0022 Huawei Ireland Research Center, Dublin, Ireland Wei Xu 0023 University of Science and Technology of China, School of Information Science and Technology, Hefei, China https://orcid.org/0000-0002-4404-3358 Wei Xu 0024 University of Colorado Boulder, Department of Aerospace Engineering Sciences, CO, USA Pennsylvania State University, University Park, PA, USA https://orcid.org/0000-0003-0092-824X Wei Xu 0025 Wuhan University of Technology, School of Mechanical and Electrical Engineering, China https://orcid.org/0000-0002-6861-3714 Wei Xu 0026 Peking University, School of Earth and Space Sciences, Beijing, China https://orcid.org/0000-0002-8341-2021 Wei Xu 0027 University of Hannover, Geodetic Institute, Germany https://orcid.org/0000-0002-8818-3918 https://www.wikidata.org/entity/Q102057611 Wei Xu 0028 University of Hong Kong, Department of Mechanical Engineering, Mechatronics and Robotic Systems (MaRS) Laboratory, Hong Kong https://orcid.org/0000-0001-8005-4372 Wei Xu 0029 Hohai University, College of Computer and Information, Nanjing, China https://orcid.org/0000-0002-3505-1428 Wei Xu 0030 University of Toronto, Dalla Lana School of Public Health, ON, Canada Princess Margaret Cancer Centre, Toronto, ON, Canada https://orcid.org/0000-0002-0257-8856 https://www.wikidata.org/entity/Q85356009 Wei Xu 0031 Shandong University of Science and Technology, College of Transportation, Qingdao, China https://orcid.org/0000-0003-1543-8163 Wei Xu 0032 Sanjiang University, School of Mechanical and Electrical Engineering, Nanjing, China https://orcid.org/0000-0003-2429-2258 Wei Xu 0033 Wuhan University, School of Geodesy and Geomatics, China https://orcid.org/0000-0003-1645-6937 Wei Xu 0034 Tencent, Shenzhen, China

Wei Xu 0007 Yuhan Zhou Course video recommendation with multimodal information in online learning platforms: A deep learning framework. 1734-1747 2020 51 Br. J. Educ. Technol. 5 https://doi.org/10.1111/bjet.12951 db/journals/bjet/bjet51.html#XuZ20

Zhicheng Yang Zhenjie Cao Yanbo Zhang Peng Chang 0002 Shibin Wu Lingyun Huang Wei Xu 0007 Mei Han Jing Xiao 0006 Mingxiang Wu Jie Ma MABEL: An AI-Powered Mammographic Breast Lesion Diagnostic System. 1-7 2020 HealthCom https://doi.org/10.1109/HEALTHCOM49281.2021.9398982 conf/healthcom/2020 db/conf/healthcom/healthcom2020.html#YangCZCWHXHXWM20

Shuiwang Ji Wei Xu 0007 Ming Yang 0007 Kai Yu 0001 3D Convolutional Neural Networks for Human Action Recognition. 221-231 2013 35 IEEE Trans. Pattern Anal. Mach. Intell. 1 https://doi.org/10.1109/TPAMI.2012.59 http://doi.ieeecomputersociety.org/10.1109/TPAMI.2012.59 https://www.wikidata.org/entity/Q34258895 db/journals/pami/pami35.html#JiXYY13

Jinjun Wang Wei Xu 0007 Yihong Gong Real-time driving danger-level prediction. 1247-1254 2010 23 Eng. Appl. Artif. Intell. 8 https://doi.org/10.1016/j.engappai.2010.01.001 db/journals/eaai/eaai23.html#WangXG10

Huazhong Ning Wei Xu 0007 Yun Chi Yihong Gong Thomas S. Huang Incremental spectral clustering by efficiently updating the eigen-system. 113-127 2010 43 Pattern Recognit. 1 https://doi.org/10.1016/j.patcog.2009.06.001 db/journals/pr/pr43.html#NingXCGH10

Huazhong Ning Wei Xu 0007 Yue Zhou Yihong Gong Thomas S. Huang A General Framework to Detect Unsafe System States From Multisensor Data Stream. 4-15 2010 11 IEEE Trans. Intell. Transp. Syst. 1 https://doi.org/10.1109/TITS.2009.2026446 db/journals/tits/tits11.html#NingXZGH10

Jialue Fan Wei Xu 0007 Ying Wu 0001 Yihong Gong Human tracking using convolutional neural networks. 1610-1623 2010 21 IEEE Trans. Neural Networks 10 https://doi.org/10.1109/TNN.2010.2066286 https://www.wikidata.org/entity/Q50695942 db/journals/tnn/tnn21.html#FanXWG10

Douglas Gray 0001 Kai Yu 0001 Wei Xu 0007 Yihong Gong Predicting Facial Beauty without Landmarks. 434-447 2010 ECCV (6) https://doi.org/10.1007/978-3-642-15567-3_32 conf/eccv/2010-6 db/conf/eccv/eccv2010-6.html#GrayYXG10 Shuiwang Ji Wei Xu 0007 Ming Yang 0007 Kai Yu 0001 3D Convolutional Neural Networks for Human Action Recognition. 495-502 2010 ICML https://icml.cc/Conferences/2010/papers/100.pdf conf/icml/2010 db/conf/icml/icml2010.html#JiXYY10

Shengyang Dai Mei Han Wei Xu 0007 Ying Wu 0001 Yihong Gong Aggelos K. Katsaggelos SoftCuts: A Soft Edge Smoothness Prior for Color Image Super-Resolution. 969-981 2009 18 IEEE Trans. Image Process. 5 https://doi.org/10.1109/TIP.2009.2012908 https://www.wikidata.org/entity/Q51842543 db/journals/tip/tip18.html#DaiHXWGK09

Ming Yang 0007 Fengjun Lv Wei Xu 0007 Yihong Gong Detection driven adaptive multi-cue integration for multiple human tracking. 1554-1561 2009 ICCV https://doi.org/10.1109/ICCV.2009.5459252 https://doi.ieeecomputersociety.org/10.1109/ICCV.2009.5459252 conf/iccv/2009 db/conf/iccv/iccv2009.html#YangLXG09 Ming Yang 0007 Fengjun Lv Wei Xu 0007 Kai Yu 0001 Yihong Gong Human action detection by boosting efficient motion features. 522-529 2009 ICCV Workshops https://doi.org/10.1109/ICCVW.2009.5457656 https://doi.ieeecomputersociety.org/10.1109/ICCVW.2009.5457656 conf/iccvw/2009 db/conf/iccvw/iccvw2009.html#YangL00G09 Guangyu Zhu 0002 Ming Yang 0007 Kai Yu 0001 Wei Xu 0007 Yihong Gong Detecting video events based on action recognition in complex scenes using spatio-temporal descriptor. 165-174 2009 ACM Multimedia https://doi.org/10.1145/1631272.1631297 conf/mm/2009 db/conf/mm/mm2009.html#ZhuYYXG09 Ming Yang 0007 Shuiwang Ji Wei Xu 0007 Jinjun Wang Fengjun Lv Kai Yu 0001 Yihong Gong Mert Dikmen Dennis J. Lin Thomas S. Huang Detecting Human Actions in Surveillance Videos. 2009 TRECVID https://www-nlpir.nist.gov/projects/tvpubs/tv9.papers/nec-uiuc.pdf conf/trecvid/2009 db/conf/trecvid/trecvid2009.html#YangJXWLYGDLH09 Huazhong Ning Wei Xu 0007 Yihong Gong Thomas S. Huang Discriminative learning of visual words for 3D human pose estimation. 2008 CVPR https://doi.org/10.1109/CVPR.2008.4587534 https://doi.ieeecomputersociety.org/10.1109/CVPR.2008.4587534 conf/cvpr/2008 db/conf/cvpr/cvpr2008.html#NingXGH08 Amr Ahmed 0001 Kai Yu 0001 Wei Xu 0007 Yihong Gong Eric P. Xing Training Hierarchical Feed-Forward Visual Recognition Models Using Transfer Learning from Pseudo-Tasks. 69-82 2008 ECCV (3) https://doi.org/10.1007/978-3-540-88690-7_6 conf/eccv/2008-3 db/conf/eccv/eccv2008-3.html#AhmedYXGX08 Huazhong Ning Wei Xu 0007 Yihong Gong Thomas S. Huang Latent Pose Estimator for Continuous Action Recognition. 419-433 2008 ECCV (2) https://doi.org/10.1007/978-3-540-88688-4_31 conf/eccv/2008-2 db/conf/eccv/eccv2008-2.html#NingXGH08 Huazhong Ning Wei Xu 0007 Yue Zhou Yihong Gong Thomas S. Huang Temporal difference learning to detect unsafe system states. 1-4 2008 ICPR https://doi.org/10.1109/ICPR.2008.4761237 https://doi.ieeecomputersociety.org/10.1109/ICPR.2008.4761237 conf/icpr/2008 db/conf/icpr/icpr2008.html#NingXZGH08 Kai Yu 0001 Wei Xu 0007 Yihong Gong Deep Learning with Kernel Regularization for Visual Recognition. 1889-1896 2008 NIPS https://proceedings.neurips.cc/paper/2008/hash/2dace78f80bc92e6d7493423d729448e-Abstract.html http://papers.nips.cc/paper/3541-deep-learning-with-kernel-regularization-for-visual-recognition conf/nips/2008 db/conf/nips/nips2008.html#YuXG08 Kai Yu 0001 Shenghuo Zhu Wei Xu 0007 Yihong Gong Non-greedy active learning for text categorization using convex transductive experimental design. 635-642 2008 SIGIR https://doi.org/10.1145/1390334.1390442 conf/sigir/2008 db/conf/sigir/sigir2008.html#YuZXG08 Mert Dikmen Huazhong Ning Dennis J. Lin Liangliang Cao Vuong Le Shen-Fu Tsai Kai-Hsiang Lin Zhen Li 0028 Jianchao Yang Thomas S. Huang Fengjun Lv Wei Xu 0007 Ming Yang 0007 Kai Yu 0001 Guangyu Zhu 0002 Yihong Gong Surveillance Event Detection. 2008 TRECVID http://www-nlpir.nist.gov/projects/tvpubs/tv8.papers/ifp-uiuc-nec.pdf conf/trecvid/2008 db/conf/trecvid/trecvid2008.html#DikmenNLCLTLLYHLXYYZG08

Mei Han Wei Xu 0007 Hai Tao Yihong Gong Multi-object trajectory tracking. 221-232 2007 18 Mach. Vis. Appl. 3-4 https://doi.org/10.1007/s00138-007-0071-5 db/journals/mva/mva18.html#HanXTG07

Shengyang Dai Mei Han Wei Xu 0007 Ying Wu 0001 Yihong Gong Soft Edge Smoothness Prior for Alpha Channel Super Resolution. 2007 conf/cvpr/2007 CVPR https://doi.org/10.1109/CVPR.2007.383028 https://doi.ieeecomputersociety.org/10.1109/CVPR.2007.383028 db/conf/cvpr/cvpr2007.html#DaiHXWG07 Jinjun Wang Wei Xu 0007 Shenghuo Zhu Yihong Gong Efficient Video Object Segmentation by Graph-Cut. 496-499 2007 ICME https://doi.org/10.1109/ICME.2007.4284695 https://doi.ieeecomputersociety.org/10.1109/ICME.2007.4284695 conf/icmcs/2007 db/conf/icmcs/icme2007.html#WangXZG07 Yue Zhou Wei Xu 0007 Huazhong Ning Yihong Gong Thomas S. Huang Detecting Unsafe Driving Patterns using Discriminative Learning. 1431-1434 2007 ICME https://doi.org/10.1109/ICME.2007.4284929 https://doi.ieeecomputersociety.org/10.1109/ICME.2007.4284929 conf/icmcs/2007 db/conf/icmcs/icme2007.html#ZhouXNGH07 Huazhong Ning Wei Xu 0007 Yun Chi Yihong Gong Thomas S. Huang Incremental Spectral Clustering With Application to Monitoring of Evolving Blog Communities. 2007 conf/sdm/2007 SDM https://doi.org/10.1137/1.9781611972771.24 db/conf/sdm/sdm2007.html#NingXCGH07 261-272 Dan Kong Mei Han Wei Xu 0007 Hai Tao Yihong Gong Video Super-resolution with Scene-specific Priors. 549-558 2006 BMVC https://doi.org/10.5244/C.20.57 conf/bmvc/2006 db/conf/bmvc/bmvc2006.html#KongHXTG06 Huazhong Ning Wei Xu 0007 Yihong Gong Thomas S. Huang Improving Speaker Diarization by Cross EM Refinement. 1901-1904 2006 conf/icmcs/2006 ICME https://doi.org/10.1109/ICME.2006.262927 https://doi.ieeecomputersociety.org/10.1109/ICME.2006.262927 db/conf/icmcs/icme2006.html#NingXGH06 Mei Han Wei Xu 0007 Yihong Gong Video Foreground Segmentation Based on Sequential Feature Clustering. 492-496 2006 conf/icpr/2006 ICPR (1) https://doi.org/10.1109/ICPR.2006.1170 https://doi.ieeecomputersociety.org/10.1109/ICPR.2006.1170 db/conf/icpr/icpr2006-1.html#HanXG06 Dan Kong Mei Han Wei Xu 0007 Hai Tao Yihong Gong A Conditional Random Field Model for Video Super-resolution. 619-622 2006 conf/icpr/2006 ICPR (3) https://doi.org/10.1109/ICPR.2006.56 https://doi.ieeecomputersociety.org/10.1109/ICPR.2006.56 db/conf/icpr/icpr2006-3.html#KongHXTG06 Mei Han Wei Xu 0007 Yihong Gong Video object segmentation by motion-based sequential feature clustering. 773-782 2006 conf/mm/2006 ACM Multimedia https://doi.org/10.1145/1180639.1180805 db/conf/mm/mm2006.html#HanXG06 Xiang Ji Wei Xu 0007 Document clustering with prior knowledge. 405-412 2006 conf/sigir/2006 SIGIR https://doi.org/10.1145/1148170.1148241 db/conf/sigir/sigir2006.html#JiX06 Shenghuo Zhu Xiang Ji Wei Xu 0007 Yihong Gong Multi-labelled classification using maximum entropy method. 274-281 2005 conf/sigir/2005 SIGIR https://doi.org/10.1145/1076034.1076082 db/conf/sigir/sigir2005.html#ZhuJXG05 Yue Zhou Wei Xu 0007 Hai Tao Yihong Gong Background Segmentation Using Spatial-Temporal Multi-Resolution MRF. 8-13 2005 conf/wacv/2005 WACV/MOTION https://doi.org/10.1109/ACVMOT.2005.32 https://doi.ieeecomputersociety.org/10.1109/ACVMOT.2005.32 db/conf/wacv/wacv2005.html#ZhouXTG05

Yihong Gong Mei Han Wei Hua Wei Xu 0007 Maximum entropy model-based baseball highlight detection and classification. 181-199 2004 96 Comput. Vis. Image Underst. 2 https://doi.org/10.1016/j.cviu.2004.02.002 https://www.wikidata.org/entity/Q114830686 db/journals/cviu/cviu96.html#GongHHX04

Mei Han Wei Xu 0007 Hai Tao Yihong Gong An Algorithm for Multiple Object Trajectory Tracking. 864-871 2004 conf/cvpr/2004 CVPR (1) https://doi.ieeecomputersociety.org/10.1109/CVPR.2004.31 db/conf/cvpr/cvpr2004-1.html#HanXTG04 Wei Xu 0007 Yihong Gong Document clustering by concept factorization. 202-209 2004 conf/sigir/2004 SIGIR https://doi.org/10.1145/1008992.1009029 db/conf/sigir/sigir2004.html#XuG04 Wei Xu 0007 Xin Liu 0046 Yihong Gong Document clustering based on non-negative matrix factorization. 267-273 2003 conf/sigir/2003 SIGIR https://doi.org/10.1145/860435.860485 db/conf/sigir/sigir2003.html#XuLG03 Mei Han Wei Hua Wei Xu 0007 Yihong Gong An integrated baseball digest system using maximum entropy method. 347-350 2002 conf/mm/2002 ACM Multimedia https://doi.org/10.1145/641007.641081 db/conf/mm/mm2002.html#HanHXG02 Xin Liu 0046 Yihong Gong Wei Xu 0007 Shenghuo Zhu Document clustering with cluster refinement and model selection capabilities. 191-198 2002 conf/sigir/2002 SIGIR https://doi.org/10.1145/564376.564411 db/conf/sigir/sigir2002.html#LiuGXZ02 Amr Ahmed 0001 Liangliang Cao Zhenjie Cao Peng Chang 0002 Yun Chi Shengyang Dai Mert Dikmen Jialue Fan Yihong Gong Douglas Gray 0001 Mei Han Wei Hua Lingyun Huang Thomas S. Huang Shuiwang Ji Xiang Ji Aggelos K. Katsaggelos Dan Kong Vuong Le Zhen Li 0028 Dennis J. Lin Kai-Hsiang Lin Xin Liu 0046 Fengjun Lv Jie Ma Huazhong Ning Hai Tao Shen-Fu Tsai Jinjun Wang Mingxiang Wu Shibin Wu Ying Wu 0001 Jing Xiao 0006 Eric P. Xing Jianchao Yang Ming Yang 0007 Zhicheng Yang Kai Yu 0001 Yanbo Zhang Yue Zhou Yuhan Zhou Guangyu Zhu 0002 Shenghuo Zhu

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