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We propose the first multistage intervention framework that tackles fake news in social networks by combining reinforcement learning with a point process network activity model.
Spectra of some self-exciting and mutually exciting point processes
Hawkes, Alan G · 1971
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Bertsekas, Dimitri P · 1995
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Linear least-squares algorithms for temporal difference learning
Bradtke, Steven J. and Barto, Andrew G · 1996
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Introduction to Reinforcement Learning
Sutton, Richard S. and Barto, Andrew G · 1998
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Maximizing the spread of influence through a social network
Kempe, David, Kleinberg, Jon, and Tardos, Éva · 2003
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Least-squares policy iteration
Lagoudakis, Michail G and Parr, Ronald · 2003
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Value-iteration based fitted policy iteration: learning with a single trajectory
Antos, András, Szepesvári, Csaba, and Munos, Rémi · 2007
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Competitive influence maximization in social networks
Bharathi, Shishir, Kempe, David, and Salek, Mahyar · 2007
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Modelling reciprocating relationships with hawkes processes
Blundell, Charles, Beck, Jeff, and Heller, Katherine A · 2012
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Identifying influential nodes in complex networks
Chen, Duanbing, Lü, Linyuan, Shang, Ming-Sheng, Zhang, Yi-Cheng, and Zhou, Tao · 2012
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Conjoint modeling of temporal dependencies in event streams
Parikh, Ankur P, Gunawardana, Asela, and Meek, Christopher · 2012
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Modeling events with cascades of poisson processes
Simma, Aleksandr and Jordan, Michael I · 2012
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Learning social infectivity in sparse low-rank networks using multi-dimensional hawkes processes
Zhou, Ke, Zha, Hongyuan, and Song, Le · 2013
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Role of centrality for the identification of influential spreaders in complex networks
De Arruda, Guilherme Ferraz, Barbieri, André Luiz, Rodríguez, Pablo Martín, Rodrigues, Francisco A, Moreno, Yamir, and da Fontoura Costa, Luciano · 2014
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Shaping social activity by incentivizing users
Farajtabar, Mehrdad, Du, Nan, Gomez-Rodriguez, Manuel, Valera, Isabel, Zha, Hongyuan, and Song, Le · 2014
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Discovering latent network structure in point process data
Linderman, Scott W and Adams, Ryan P · 2014
Cited alongside, same era.
Coevolve: A joint point process model for information diffusion and network co-evolution
Farajtabar, Mehrdad, Wang, Yichen, Rodriguez, Manuel Gomez, Li, Shuang, Zha, Hongyuan, and Song, Le · 2015
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Identifying influential nodes for efficient routing in opportunistic networks
Gao, Zhenxiang, Shi, Yan, and Chen, Shanzhi · 2015
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The bayesian echo chamber: Modeling social influence via linguistic accommodation
Guo, Fangjian, Blundell, Charles, Wallach, Hanna, and Heller, Katherine · 2015
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Hawkestopic: A joint model for network inference and topic modeling from text-based cascades
Hawkes processes with stochastic excitations
Lee, Young, Lim, Kar Wai, and Ong, Cheng Soon · 2016
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Detecting weak changes in dynamic events over networks
Li, Shuang, Xie, Yao, Farajtabar, Mehrdad, Verma, Apurv, and Song, Le · 2016
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Addressing hoaxes and fake news, 2016
Mosseri, Adam · 2016
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This analysis shows how viral fake election news stories outperformed real news on facebook, 2016
Silverman, Craig · 2016
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Distilling information reliability and source trustworthiness from digital traces
Tabibian, Behzdad, Valera, Isabel, Farajtabar, Mehrdad, Song, Le, Schölkopf, Bernhard, and Gomez-Rodriguez, Manuel · 2016
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He, Xinran, Rekatsinas, Theodoros, Foulds, James, Getoor, Lise, and Liu, Yan · 2015
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A multitask point process predictive model
Lian, Wenzhao, Henao, Ricardo, Rao, Vinayak, Lucas, Joseph E, and Carin, Lawrence · 2015
Cited alongside, same era.
Auxiliary gibbs sampling for inference in piecewise-constant conditional intensity models
Qin, Zhen and Shelton, Christian R · 2015
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Netcodec: Community detection from individual activities
Tran, Long, Farajtabar, Mehrdad, Song, Le, and Zha, Hongyuan · 2015
Cited alongside, same era.
Correlated cascades: Compete or cooperate
Zarezade, Ali, Khodadadi, Ali, Farajtabar, Mehrdad, Rabiee, Hamid R, and Zha, Hongyuan · 2015
Cited alongside, same era.
Enquiring minds: Early detection of rumors in social media from enquiry posts
Zhao, Zhe, Resnick, Paul, and Mei, Qiaozhu · 2015
Cited alongside, same era.
Multistage campaigning in social networks
Farajtabar, Mehrdad, Ye, Xiaojing, Harati, Sahar, Song, Le, and Zha, Hongyuan · 2016
Cited alongside, same era.
Types of tweets and where they appear, 2016
Twitter · 2016
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Steering opinion dynamics in information diffusion networks
Wang, Yichen, Theodorou, Evangelos, Verma, Apurv, and Song, Le · 2016
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# unconfirmed: Classifying rumor stance in crisis-related social media messages
Zeng, Li, Starbird, Kate, and Spiro, Emma S · 2016
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Social media and fake news in the 2016 election
Allcott, Hunt and Gentzkow, Matthew · 2017
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Recurrent poisson factorization for temporal recommendation
Hosseini, Seyed Abbas, Alizadeh, Keivan, Khodadadi, Ali, Arabzadeh, Ali, Farajtabar, Mehrdad, Zha, Hongyuan, and Rabiee, Hamid R · 2017
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A parsimonious language model of social media credibility across disparate events
Mitra, Tanushree, Wright, G, and Gilbert, Eric · 2017
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Wasserstein learning of deep generative point process models
Xiao, Shuai, Farajtabar, Mehrdad, Ye, Xiaojing, Yan, Junchi, Song, Le, and Zha, Hongyuan · 2017
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Redqueen: An online algorithm for smart broadcasting in social networks
Zarezade, A., Upadhyay, U., Rabiee, H., and Gomez-Rodriguez, M · 2017
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