Multi-Modal Topic Model Based on Word Rank and Relevance Semantic for Social Events Classification

X Feng, Z Tao, L Shujie - Journal of Computer-Aided Design & Computer …, 2022 - jcad.cn
Social event classification of multimedia is a hot issue in the field of multimedia research.
The existing social event classification methods based on supervised topic model fail to …

Multimodal semantics-based supervised latent dirichlet allocation for event classification

N Miao, F Xue, R Hong - IEEE multimedia, 2021 - ieeexplore.ieee.org
Social event classification has always been a research topic of great interest in the field of
social event analysis. In existing social event classification methods, although some …

Multi-modal multi-layered topic classification model for social event analysis

YH Chen, CY Yin, YJ Lin, WL Zuo - Multimedia Tools and Applications, 2018 - Springer
In this paper, we pay attention to reveal the event topics and track the evolutionary trend of
social event and a novel probabilistic topic model is proposed. The Multi-modal Multi …

Multi-modal max-margin supervised topic model for social event analysis

F Xue, J Wang, S Qian, T Zhang, X Liu, C Xu - Multimedia Tools and …, 2019 - Springer
In this paper, we proposed a novel multi-modal max-margin supervised topic model
(MMSTM) for social event analysis by jointly learning the representation together with the …

Knowledge-based topic model for multi-modal social event analysis

F Xue, R Hong, X He, J Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
With the accumulation of data on the Internet and progress in representation learning
techniques, knowledge priors learned from a large-scale knowledge base has been …

Social event classification via boosted multimodal supervised latent dirichlet allocation

S Qian, T Zhang, C Xu, MS Hossain - ACM Transactions on Multimedia …, 2015 - dl.acm.org
With the rapidly increasing popularity of social media sites (eg, Flickr, YouTube, and
Facebook), it is convenient for users to share their own comments on many social events …

Social multi-modal event analysis via knowledge-based weighted topic model

F Xue, J Sun, X Liu, T Liu, Q Lu - Journal of Visual Communication and …, 2019 - Elsevier
Along with the development of mobile Internet and social network, people's lifestyles are
also changing, and many social websites (eg Facebook, YouTube, and WeChat) have …

Multimodal classification of events in social media

M Zeppelzauer, D Schopfhauser - Image and Vision Computing, 2016 - Elsevier
A large amount of social media hosted on platforms like Flickr and Instagram is related to
social events. The task of social event classification refers to the distinction of event and non …

Multi-modal event topic model for social event analysis

S Qian, T Zhang, C Xu, J Shao - IEEE transactions on …, 2015 - ieeexplore.ieee.org
With the massive growth of social events in Internet, it has become more and more difficult to
exactly find and organize the interesting events from massive social media data, which is …

Boosted multi-modal supervised latent Dirichlet allocation for social event classification

S Qian, T Zhang, C Xu - 2014 22nd International Conference on …, 2014 - ieeexplore.ieee.org
With the rapidly increasing popularity of Social Media sites (eg, Flickr, YouTube, and
Facebook), it is convenient for users to share their own comments on many social events …