Attentive Collaborative Filtering: Multimedia Recommendation with Item- and Component-Level Attention

作者: Jingyuan Chen , Hanwang Zhang , Xiangnan He , Liqiang Nie , Wei Liu

DOI: 10.1145/3077136.3080797

关键词:

摘要: Multimedia content is dominating today's Web information. The nature of multimedia user-item interactions is 1/0 binary implicit feedback (eg, photo likes, video views, song downloads, …

参考文章(47)
Qiuxia Lu, Yong Yu, Tianqi Chen, Zhao Zheng, Weinan Zhang, Kailong Chen, SVDFeature: a toolkit for feature-based collaborative filtering Journal of Machine Learning Research. ,vol. 13, pp. 3619- 3622 ,(2012)
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhudinov, Rich Zemel, Yoshua Bengio, None, Show, Attend and Tell: Neural Image Caption Generation with Visual Attention international conference on machine learning. ,vol. 3, pp. 2048- 2057 ,(2015)
Michael J. Pazzani, Daniel Billsus, Content-Based Recommendation Systems The Adaptive Web. pp. 325- 341 ,(2007) , 10.1007/978-3-540-72079-9_10
Yoshua Bengio, Xavier Glorot, Understanding the difficulty of training deep feedforward neural networks international conference on artificial intelligence and statistics. pp. 249- 256 ,(2010)
Jialie Shen, Meng Wang, Shuicheng Yan, Peng Cui, Multimedia recommendation: technology and techniques international acm sigir conference on research and development in information retrieval. pp. 1131- 1131 ,(2013) , 10.1145/2484028.2484194
Yehuda Koren, Factorization meets the neighborhood Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD 08. pp. 426- 434 ,(2008) , 10.1145/1401890.1401944
Xue Geng, Hanwang Zhang, Zheng Song, Yang Yang, Huanbo Luan, Tat-Seng Chua, One of a Kind: User Profiling by Social Curation acm multimedia. pp. 567- 576 ,(2014) , 10.1145/2647868.2654950
Meng Wang, Hao Li, Dacheng Tao, Ke Lu, Xindong Wu, Multimodal Graph-Based Reranking for Web Image Search IEEE Transactions on Image Processing. ,vol. 21, pp. 4649- 4661 ,(2012) , 10.1109/TIP.2012.2207397
Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao, Tat-Seng Chua, Attribute-augmented semantic hierarchy: towards bridging semantic gap and intention gap in image retrieval acm multimedia. pp. 33- 42 ,(2013) , 10.1145/2502081.2502093