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
… propose a multimodal topic model that mines correlations between visual and textual contents.
… , the proposed model incorporates knowledge priors into multi-modal topic modeling by …

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
… Our goal is to learn an event classifier to classify a new multi-modal event document d new
. To achieve this goal, we propose a novel multi-modal max-margin supervised topic model (…

A survey on multi-modal social event detection

H Zhou, H Yin, H Zheng, Y Li - Knowledge-Based Systems, 2020 - Elsevier
… Particularly, the multi-modal topic model is sequentially updated at each epoch using the
newly obtained event documents and the parameters of the previous epoch. In this situation, …

Multi-feature, multi-modal, and multi-source social event detection: A comprehensive survey

I Afyouni, Z Al Aghbari, RA Razack - Information Fusion, 2022 - Elsevier
… -pivot (document features), probabilistic models, and frequent pattern matching [6], [7], [8],
[44]. Hence, we will list some common approaches for topic modeling used in event detection. …

[HTML][HTML] A survey of data representation for multi-modality event detection and evolution

K Xiao, Z Qian, B Qin - Applied Sciences, 2022 - mdpi.com
… to classify multiclass social event directly. Qian et al. [98] also proposed a novel multi-modal
event topic model (mmETM), which can effectively model social media information such as …

A survey of event analysis and mining from social multimedia

T Liu, F Xue, J Sun, X Sun - Multimedia Tools and Applications, 2020 - Springer
… , multi-modal feature fusion methods based on topic models … Blei and Jordan [4] proposed
the Corr-LDA model to capture … ], this topic model is used to model multi-modal social event

Multi-modal mention topic model for mentionee recommendation

K Wang, W Meng, S Li, S Yang - Neurocomputing, 2019 - Elsevier
… , we proposed a novel generative model, named Multi-modal Mention Topic Model (MMTM), …
contents in different modalities of users’ multi-modal mentioning documents in a unified way…

Multi-modal knowledge-aware event memory network for social media rumor detection

H Zhang, Q Fang, S Qian, C Xu - Proceedings of the 27th ACM …, 2019 - dl.acm.org
events. In order to address these issues, we propose a novel Multimodal Knowledge-aware
EventMultiModal Event Topic Model for Social Event Analysis. IEEE Trans. Multimedia 18, 2 …

Fake news detection via multi-modal topic memory network

L Ying, HUI Yu, J Wang, Y Ji, S Qian - IEEE Access, 2021 - ieeexplore.ieee.org
… OVERALL FRAMEWORK We introduce a novel multi-modal topic memory network (MTMN) …
By employing a multi-modal blended attention network for multi-modal fusion, our model can …

Multimodal categorization of crisis events in social media

M Abavisani, L Wu, S Hu… - Proceedings of the …, 2020 - openaccess.thecvf.com
… where we analyze the new event of a crisis with a model trained on previous crisis events.
First… MMBT [31]: recently proposed supervised multimodal bitransformers model for classifying …