Liqiang Nie
Skip Abstract Section
Abstract
Around 40% of the questions in the emerging social-oriented question answering forums have at most one manually labeled tag, which is caused by incomprehensive question understanding or informal tagging behaviors. The incompleteness of question tags severely hinders all the tag-based manipulations, such as feeds for topic-followers, ontological knowledge organization, and other basic statistics. This article presents a novel scheme that is able to comprehensively learn descriptive tags for each question. Extensive evaluations on a representative real-world dataset demonstrate that our scheme yields significant gains for question annotation, and more importantly, the whole process of our approach is unsupervised and can be extended to handle large-scale data.
- Sameer Agarwal, Kristin Branson, and Serge Belongie. 2006. Higher order learning with graphs. In Proceedings of the International Conference on Machine Learning. Google Scholar
Digital Library
- Morgan Ames and Mor Naaman. 2007. Why we tag: Motivations for annotation in mobile and online media. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. Google ScholarDigital Library
- Christopher H. Brooks and Nancy Montanez. 2006. Improved annotation of the blogosphere via autotagging and hierarchical clustering. In Proceedings of the International Conference on World Wide Web. Google ScholarDigital Library
- Gustavo Carneiro and Nuno Vasconcelos. 2005. Formulating semantic image annotation as a supervised learning problem. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Google ScholarDigital Library
- Pi-Chuan Chang, Huihsin Tseng, Dan Jurafsky, and Christopher D. Manning. 2009. Discriminative reordering with Chinese grammatical relations features. In Proceedings of the Workshop on Syntax and Structure in Statistical Translation. Google ScholarDigital Library
- Tat-Seng Chua, Jinhui Tang, Richang Hong, Haojie Li, Zhiping Luo, and Yantao Zheng. 2009. NUS-WIDE: A real-world Web image database from National University of Singapore. In Proceeding of the ACM International Conference on Image and Video Retrieval. Google ScholarDigital Library
- Pinar Duygulu, Kobus Barnard, Nando de Freitas, and David Forsyth. 2002. Object recognition as machine translation: Learning a lexicon for a fixed image vocabulary. In Proceedings of the European Conference on Computer Vision. Google ScholarDigital Library
- Zhouyu Fu, Guojun Lu, Kai ming Ting, and Dengsheng Zhang. 2011. A survey of audio-based music classification and annotation. IEEE Trans. Multimedia 13, 2, 303--319. Google ScholarDigital Library
- Yue Gao, Meng Wang, Zheng-Jun Zha, Jialie Shen, Xuelong Li, and Xindong Wu. 2012. Visual-textual joint relevance learning for tag-based social image search. IEEE Trans. Image Process. 22, 1, 363--376. Google ScholarDigital Library
- Scott A. Golder and Bernardo A. Huberman. 2006. Usage patterns of collaborative tagging systems. J. Inf. Sci. 32, 2, 198--208. Google ScholarDigital Library
- Winston H. Hsu, Lyndon S. Kennedy, and Shih-Fu Chang. 2007. Video search reranking through random walk over document-level context graph. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Yuchi Huang, Qingshan Liu, Shaoting Zhang, and Dimitris N. Metaxas. 2010. Image retrieval via probabilistic hypergraph ranking. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.Google Scholar
- Jiwoon Jeon, Victor Lavrenko, and R. Manmatha. 2003. Automatic image annotation and retrieval using cross-media relevance models. In Proceedings of the International ACM SIGIR Conference. Google ScholarDigital Library
- Feng Kang, Rong Jin, and Rahul Sukthankar. 2006. Correlated label propagation with application to multi-label learning. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Google ScholarDigital Library
- Xirong Li, Cees G. M. Snoek, and Marcel Worring. 2009. Annotating images by harnessing worldwide user-tagged photos. In Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing. Google ScholarDigital Library
- Dong Liu, Xian-Sheng Hua, Linjun Yang, Meng Wang, and Hong-Jiang Zhang. 2009. Tag ranking. In Proceedings of the International Conference on World Wide Web.Google ScholarDigital Library
- Dong Liu, Xian-Sheng Hua, Meng Wang, and Hong-Jiang Zhang. 2010. Image retagging. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Hans Peter Luhn. 1958. The automatic creation of literature abstracts. IBM J. Res. Develop. 2, 2, 159--165. Google ScholarDigital Library
- Gilad Mishne. 2006. Autotag: A collaborative approach to automated tag assignment for weblog posts. In Proceedings of the International Conference on World Wide Web. Google ScholarDigital Library
- Florent Monay and Daniel Gatica-Perez. 2004. Plsa-based image auto-annotation: Constraining the latent space. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Yasuhide Hironobu Mori, Hironobu Takahashi, and Ryuichi Oka. 1999. Image-to-word transformation based on dividing and vector quantizing images with words. In Proceedings of the International Workshop on Multimedia Intelligent Storage and Retrieval Management.Google Scholar
- Sascha Narr, Ernesto William De Luca, and Sahin Albayrak. 2011. Extracting semantic annotations from Twitter. In Proceedings of the Workshop on Exploiting Semantic Annotations in Information Retrieval. Google ScholarDigital Library
- Liqiang Nie, Meng Wang, Zheng-Jun Zha, Guangda Li, and Tat-Seng Chua. 2011. Multimedia answering: Enriching text QA with media information. In Proceedings of the International ACM SIGIR Conference. Google ScholarDigital Library
- Liqiang Nie, Meng Wang, Zheng-Jun Zha, and Tat-Seng Chua. 2012a. Oracle in image search: A content-based approach to performance prediction. ACM Trans. Inf. Syst. 30, 2, Article 3. Google ScholarDigital Library
- Liqiang Nie, Shuicheng Yan, Meng Wang, Richang Hong, and Tat-Seng Chua. 2012b. Harvesting visual concepts for image search with complex queries. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Liqiang Nie, Meng Wang, Yue Gao, Zheng-Jun Zha, and Tat-Seng Chua. 2013. Beyond text QA: Multimedia answer generation by harvesting Web information. IEEE Trans. Multimedia 15, 2, 426--441. Google ScholarDigital Library
- Guo-Jun Qi, Xian-Sheng Hua, Yong Rui, Jinhui Tang, Tao Mei, and Hong-Jiang Zhang. 2007. Correlative multi-label video annotation. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Börkur Sigurbjörnsson and Roelof van Zwol. 2008. Flickr tag recommendation based on collective knowledge. In Proceedings of the International Conference on World Wide Web. Google ScholarDigital Library
- Sanjay Sood, Sara Owsley, Kristian Hammond, and Larry Birnbaum. 2007. Tagassist: Automatic tag suggestion for blog posts. In Proceedings of the International Conference on Weblogs and Social Media.Google Scholar
- Shankara B. Subramanya and Huan Liu. 2008. Socialtagger - Collaborative tagging for blogs in the long tail. In Proceedings of the ACM Workshop on Search in Social Media. Google ScholarDigital Library
- Jinhui Tang, Haojie Li, Guo-Jun Qi, and Tat-Seng Chua. 2010. Image annotation by graph-based inference with integrated multiple/single instance representations. IEEE Trans. Multimedia 12, 2, 131--141. Google ScholarDigital Library
- Xinmei Tian, Linjun Yang, Jingdong Wang, Yichen Yang, Xiuqing Wu, and Xian-Sheng Hua. 2008. Bayesian video search reranking. In Proceedings of the ACM International Conference on Multimedia. Google ScholarDigital Library
- Kai Wang, Zhaoyan Ming, and Tat-Seng Chua. 2009. A syntactic tree matching approach to finding similar questions in community-based QA services. In Proceedings of the International ACM SIGIR Conference. Google ScholarDigital Library
- Matthijs J. Warrens. 2010. Inequalities between multi-rater kappas. Adv. Data Anal. Classification 4, 4, 271--286. Google ScholarDigital Library
- Pengcheng Wu, Steven Chu-Hong Hoi, Peilin Zhao, and Ying He. 2011. Mining social images with distance metric learning for automated image tagging. In Proceedings of the ACM International Conference on Web Search and Data Mining. Google ScholarDigital Library
- Wei Wu, Bin Zhang, and Mari Ostendorf. 2010. Automatic generation of personalized annotation tags for twitter users. In Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics. Google ScholarDigital Library
- Yu Xiang, Xiangdong Zhou, Tat-Seng Chua, and Chong-Wah Ngo. 2009. A revisit of generative model for automatic image annotation using markov random fields. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.Google ScholarCross Ref
- Zhichen Xu, Yun Fu, Jianchang Mao, and Difu Su. 2006. Towards the Semantic Web: Collaborative tag suggestions. In Proceedings of the International Conference on World Wide Web.Google Scholar
- Rong Yan, Alexander Hauptmann, and Rong Jin. 2003. Multimedia search with pseudo-relevance feedback. In Proceedings of the International Conference on Image and Video. Google ScholarDigital Library
- Changbo Yang, Ming Dong, and Jing Hua. 2006. Region-based image annotation using asymmetrical support vector machine-based multiple-instance learning. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition. Google ScholarDigital Library
- Yang Yang, Yi Yang, and Heng Tao Shen. 2013. Effective transfer tagging from image to video. ACM Trans. Multimedia Comput. Commun. Appl. 9, 2, Article 14. Google ScholarDigital Library
- Jun Yu, Dacheng Tao, and Meng Wang. 2012. Adaptive hypergraph learning and its application in image classification. IEEE Trans. Image Process. 21, 7, 3262--3272. Google ScholarDigital Library
- Dengyong Zhou, Olivier Bousquet, Thomas Navin Lal, Jason Weston, and Bernhard Schölkopf. 2004. Learning with local and global consistency. In Proceedings of the Advances in Neural Information Processing Systems Conference.Google Scholar
- Dengyong Zhou, Jiayuan Huang, and Bernhard Schölkopf. 2006. Learning with hypergraphs: Clustering, classification, and embedding. In Proceedings of the Advances in Neural Information Processing Systems Conference.Google Scholar
Index Terms
- Learning to Recommend Descriptive Tags for Questions in Social Forums
Recommendations
Social tags: meaning and suggestions
CIKM '08: Proceedings of the 17th ACM conference on Information and knowledge managementThis paper aims to quantify two common assumptions about social tagging: (1) that tags are "meaningful" and (2) that the tagging process is influenced by tag suggestions. For (1), we analyze the semantic properties of tags and the relationship between ...
Mining tags using social endorsement networks
SIGIR '11: Proceedings of the 34th international ACM SIGIR conference on Research and development in Information RetrievalEntities on social systems, such as users on Twitter, and images on Flickr, are at the core of many interesting applications: they can be ranked in search results, recommended to users, or used in contextual advertising. Such applications assume ...
Discriminative tag learning on YouTube videos with latent sub-tags
CVPR '11: Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern RecognitionWe consider the problem of content-based automated tag learning. In particular, we address semantic variations (sub-tags) of the tag. Each video in the training set is assumed to be associated with a sub-tag label, and we treat this sub-tag label as ...
Comments