PersonalityGate: A general plug-and-play GNN gate to enhance cascade prediction with personality recognition task

Yan, Dengcheng; Cao, Jie; Zhang, Yiwen; Zhong, Hong

doi:10.1016/j.eswa.2022.117381

Expert Systems with Applications

2022

DOI: 10.1016/j.eswa.2022.117381

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PersonalityGate: A general plug-and-play GNN gate to enhance cascade prediction with personality recognition task

Dengcheng Yan¹,

Jie Cao²,

Yiwen Zhang³

et al.

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2023

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Cited by 2 publications

References 37 publications

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Emotion and personality analysis and detection using natural language processing, advances, challenges and future scope

Safari,

Chalechale

2023

Artif Intell Rev

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Emotion and personality analysis and detection using natural language processing, advances, challenges and future scope

Safari,

Chalechale

2023

Artif Intell Rev

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A Survey of Information Dissemination Model, Datasets, and Insight

Liu,

Zhang,

Shi

et al. 2023

Mathematics

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Information dissemination refers to how information spreads among users on social networks. With the widespread application of mobile communication and internet technologies, people increasingly rely on information on the internet, and the mode of information dissemination is constantly changing. Researchers have performed various studies from mathematical modeling and cascade prediction perspectives to explore the previous problem. However, lacking a comprehensive review of the latest information dissemination models hinders scientific development. As a result, it is essential to review the latest models or methods. In this paper, we review information dissemination models from the past three years and conduct a detailed analysis, such as explanatory and predictive models. Moreover, we provide public datasets, evaluation metrics, and interface tools for researchers focusing more on algorithm design and modeling. Finally, we discuss the model application and future research directions. This paper aims to understand better the research progress and development trends for beginners and guide future research endeavors. We believe this article will attract more researchers’ interest and attention to the information dissemination field on social networks.

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PersonalityGate: A general plug-and-play GNN gate to enhance cascade prediction with personality recognition task

Cited by 2 publications

References 37 publications

Emotion and personality analysis and detection using natural language processing, advances, challenges and future scope

Emotion and personality analysis and detection using natural language processing, advances, challenges and future scope

A Survey of Information Dissemination Model, Datasets, and Insight

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