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We examine the disconnect between scholarship and practice in applying machine learning to trust and safety problems, using misinformation detection as a case study.
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“Too Many Claims to Fact-Check: Prioritizing Political Claims Based on Check-Worthiness”
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“SubVirt: Implementing malware with virtual machines”
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“Sybillimit: A near-optimal social network defense against sybil attacks”
Haifeng Yu, Phillip Gibbons, Michael Kaminsky and Feng Xiao · 2008
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“The new york times annotated corpus”
Evan Sandhaus · 2008
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“Sybillimit: A near-optimal social network defense against sybil attacks”
Haifeng Yu, Phillip Gibbons, Michael Kaminsky and Feng Xiao · 2008
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“Your botnet is my botnet: analysis of a botnet takeover”
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“Sybilinfer: Detecting sybil nodes using social networks.”
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“The lie detector: explorations in the automatic recognition of deceptive language”
Rada Mihalcea and Carlo Strapparava · 2009
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“Dynamics of Online Scam Hosting Infrastructure”
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“Botnet Judo: Fighting Spam with Itself.”
Andreas Pitsillidis et al · 2010
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“@ spam: the underground on 140 characters or less”
Chris Grier, Kurt Thomas, Vern Paxson and Michael Zhang · 2010
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“Detecting and characterizing social spam campaigns”
Hongyu Gao et al · 2010
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“Large-scale automatic classification of phishing pages”, 2010
Colin Whittaker, Brian Ryner and Marria Nazif · 2010
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“Spread of (mis)information in social networks”
Daron Acemoglu, Asuman Ozdaglar and Ali ParandehGheibi · 2010
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“When Corrections Fail: The Persistence of Political Misperceptions”
Brendan Nyhan and Jason Reifler · 2010
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“Information credibility on twitter”
Carlos Castillo, Marcelo Mendoza and Barbara Poblete · 2011
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“Detecting and tracking political abuse in social media”
Jacob Ratkiewicz et al · 2011
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“Rumor has it: Identifying Misinformation in Microblogs”
Vahed Qazvinian, Emily Rosengren, Dragomir. Radev and Qiaozhu Mei · 2011
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“Limiting the spread of misinformation in social networks”
Ceren Budak, Divyakant Agrawal and Amr El · 2011
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“Detecting Hoaxes, Frauds, and Deception in Writing Style Online” ISSN: 2375-1207
Sadia Afroz, Michael Brennan and Rachel Greenstadt · 2012
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“‘Aiding the detection of fake accounts in large scale social online services”’
Qiang Cao, Michael Sirivianos, Xiaowei Yang and Tiago Pregueiro · 2012
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“Detecting automation of twitter accounts: Are you a human, bot, or cyborg?”
Zi Chu, Steven Gianvecchio, Haining Wang and Sushil Jajodia · 2012
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“Automatic detection of rumor on Sina Weibo”
Fan Yang, Yang Liu, Xiaohui Yu and Min Yang · 2012
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“Detecting Deceptive Opinion Spam Using Human Computation”, 2012
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“Spotting fake reviewer groups in consumer reviews”
Arjun Mukherjee, Bing Liu and Natalie Glance · 2012
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“Aiding the detection of fake accounts in large scale social online services”
Qiang Cao, Michael Sirivianos, Xiaowei Yang and Tiago Pregueiro · 2012
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“Leakage in Data Mining: Formulation, Detection, and Avoidance”
Shachar Kaufman, Saharon Rosset, Claudia Perlich and Ori Stitelman · 2012
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“Epidemiological modeling of news and rumors on Twitter”
Fang Jin et al · 2013
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“You are how you click: Clickstream analysis for sybil detection”
Gang Wang et al · 2013
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“Prominent Features of Rumor Propagation in Online Social Media” ISSN: 2374-8486
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“You are how you click: Clickstream analysis for sybil detection”
Gang Wang et al · 2013
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“A Functional Analysis of Disinformation” Publisher: iSchools
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“Rumors, False Flags, and Digital Vigilantes: Misinformation on Twitter after the 2013 Boston Marathon Bombing” · 2014
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“Man vs. machine: Practical adversarial detection of malicious crowdsourcing workers”
Gang Wang, Tianyi Wang, Haitao Zheng and Ben Zhao · 2014
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“Rumor Cascades”
Adrien Friggeri, L.A. Adamic, Dean Eckles and Justin Cheng · 2014
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“Can Cascades Be Predicted?”
Justin Cheng et al · 2014
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“Fake tweet buster: a webtool to identify users promoting fake news ontwitter”
Diego Sáez-Trumper · 2014
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“News Credibility Evaluation on Microblog with a Hierarchical Propagation Model” ISSN: 2374-8486
Zhiwei Jin, Juan Cao, Yu-Gang Jiang and Yongdong Zhang · 2014
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“Towards a General Rule for Identifying Deceptive Opinion Spam”
Jiwei Li, Myle Ott, Claire Cardie and Eduard Hovy · 2014
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“Ebola, Twitter, and misinformation: a dangerous combination?”
Sunday Oyeyemi, Elia Gabarron and Rolf Wynn · 2014
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“Towards automatic real time identification of malicious posts on Facebook”
Prateek Dewan and Ponnurangam Kumaraguru · 2015
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“Undeutsch hypothesis and Criteria Based Content Analysis: A meta-analytic review”
Barbara Amado, Ramón Arce and Francisca Fariña · 2015
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“Automatic deception detection: Methods for finding fake news”
Nadia. Conroy, Victoria. Rubin and Yimin Chen · 2015
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“News in an online world: The need for an “automatic crap detector””
Yimin Chen, Nadia. Conroy and Victoria. Rubin · 2015
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“Deception detection for news: Three types of fakes” _eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1002/pra2.2015.145052010083
Victoria. Rubin, Yimin Chen and Nadia. Conroy · 2015
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“Computational Fact Checking from Knowledge Networks”
Ciampaglia GL et al · 2015
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“A Model for Identifying Misinformation in Online Social Networks”
Sotirios Antoniadis, Iouliana Litou and Vana Kalogeraki · 2015
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“TweetCred: Real-Time Credibility Assessment of Content on Twitter” arXiv:1405.5490 [physics]
Aditi Gupta, Ponnurangam Kumaraguru, Carlos Castillo and Patrick Meier · 2015
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“Fact-checking Effect on Viral Hoaxes: A Model of Misinformation Spread in Social Networks”
Marcella Tambuscio, Giancarlo Ruffo, Alessandro Flammini and Filippo Menczer · 2015
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“Real-time Rumor Debunking on Twitter”
Xiamo Liu et al · 2015
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“Characterizing Online Rumoring Behavior Using Multi-Dimensional Signatures”
Jim Maddock et al · 2015
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“Misleading Online Content: Recognizing Clickbait As "False News"”
Yimin Chen, Niall. Conroy and Victoria. Rubin · 2015
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“CREDBANK: A Large-Scale Social Media Corpus With Associated Credibility Annotations” Number: 1
Tanushree Mitra and Eric Gilbert · 2015
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“Detecting Rumor and Disinformation by Web Mining”, 2015
Boris. Galitsky · 2015
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“False rumors detection on Sina Weibo by propagation structures” ISSN: 2375-026X
Ke Wu, Song Yang and Kenny. Zhu · 2015
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“Finding Opinion Manipulation Trolls in News Community Forums”
Todor Mihaylov, Georgi Georgiev and Preslav Nakov · 2015
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“Towards News Verification: Deception Detection Methods for News Discourse”
Victoria Rubin, Niall Conroy and Yimin Chen · 2015
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“Truth and deception at the rhetorical structure level: Truth and Deception at the Rhetorical Structure Level”
Victoria. Rubin and Tatiana Lukoianova · 2015
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“Analysing How People Orient to and Spread Rumours in Social Media by Looking at Conversational Threads” Publisher: Public Library of Science
Arkaitz Zubiaga et al · 2016
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“PHEME dataset of rumours and non-rumours”
Arkaitz Zubiaga, Geraldine Wong, Maria Liakata and Rob Procter · 2016
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“Fake News or Truth? Using Satirical Cues to Detect Potentially Misleading News”
Victoria Rubin, Niall Conroy, Yimin Chen and Sarah Cornwell · 2016
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“The rise of social botnets: Attacks and countermeasures”
Jinxue Zhang, Rui Zhang, Yanchao Zhang and Guanhua Yan · 2016
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“Misinformation in Online Social Networks: Detect Them All with a Limited Budget”
Huiling Zhang et al · 2016
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“Detecting rumors from microblogs with recurrent neural networks”
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“The rise of social bots”
Emilio Ferrara et al · 2016
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“Disinformation on the Web: Impact, Characteristics, and Detection of Wikipedia Hoaxes”
Srijan Kumar, Robert West and Jure Leskovec · 2016
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“Blue ticks for all: Twitter allows users to apply to be verified”
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“Disinformation on the Web: Impact, Characteristics, and Detection of Wikipedia Hoaxes”
Srijan Kumar, Robert West and Jure Leskovec · 2016
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“#Unconfirmed: Classifying Rumor Stance in Crisis-Related Social Media Messages” Number: 1
Li Zeng, Kate Starbird and Emma Spiro · 2016
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“Verified: Self-presentation, identity management, and selfhood in the age of big data” Publisher: Routledge _eprint: https://doi.org/10.1080/15405702.2016.1269909
Alison Hearn · 2016
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“How Information Snowballs: Exploring the Role of Exposure in Online Rumor Propagation”
Ahmer Arif et al · 2016
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“News Verification by Exploiting Conflicting Social Viewpoints in Microblogs” Number: 1
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“Novel Visual and Statistical Image Features for Microblogs News Verification” Conference Name: IEEE Transactions on Multimedia
Zhiwei Jin et al · 2016
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“Rumors at the Speed of Light? Modeling the Rate of Rumor Transmission During Crisis” ISSN: 1530-1605
Li Zeng, Kate Starbird and Emma. Spiro · 2016
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“Towards automated real-time detection of misinformation on Twitter”
Suchita Jain, Vanya Sharma and Rishabh Kaushal · 2016
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“Facebook to begin flagging fake news in response to mounting criticism”
Amber Jamieson and Olivia Solon · 2016
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“Fake News: A Legal Perspective”, 2017
David Klein and Joshua Wueller · 2017
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“Defining “Fake News”: A typology of scholarly definitions”
Edson. Tandoc, Zheng Lim and Richard Ling · 2017
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“Algorithmic detection of misinformation and disinformation: Gricean perspectives”
Sille Søe · 2017
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“Finding Streams in Knowledge Graphs to Support Fact Checking”, 2017, pp. 859–864
Prashant Shiralkar, Alessandro Flammini, Filippo Menczer and Giovanni Luca · 2017
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“This Just In: Fake News Packs a Lot in Title, Uses Simpler, Repetitive Content in Text Body, More Similar to Satire than Real News”
Benjamin. Horne and Sibel Adali · 2017
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“From Clickbait to Fake News Detection: An Approach based on Detecting the Stance of Headlines to Articles”
Peter Bourgonje, Julian Moreno and Georg Rehm · 2017
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“Automatically Identifying Fake News in Popular Twitter Threads”
Cody Buntain and Jennifer Golbeck · 2017
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Naeemul Hassan, Fatma Arslan, Chengkai Li and Mark Tremayne · 2017
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“Automatic Detection of Fake News”
Verónica Pérez-Rosas, Bennett Kleinberg, Alexandra Lefevre and Rada Mihalcea · 2017
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“CSI: A Hybrid Deep Model for Fake News Detection”
Natali Ruchansky, Sungyong Seo and Yan Liu · 2017
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“Detection and Analysis of 2016 US Presidential Election Related Rumors on Twitter”
Zhiwei Jin et al · 2017
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“Detect Rumors in Microblog Posts Using Propagation Structure via Kernel Learning”
Jing Ma, Wei Gao and Kam-Fai Wong · 2017
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“Identifying Fake News on Social Networks Based on Natural Language Processing: Trends and Challenges” Number: 1 Publisher: Multidisciplinary Digital Publishing Institute
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