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Statistical methods applied to social media posts shed light on the dynamics of online dialogue.
Estimation of regression coefficients when some regressors are not always observed
James M Robins, Andrea Rotnitzky, and Lue Ping Zhao · 1994
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Latent Dirichlet allocation
David M Blei, Andrew Y Ng, and Michael I Jordan · 2003
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Causal inference using potential outcomes: Design, modeling, decisions
Donald B Rubin · 2005
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Liwc2007: Linguistic inquiry and word count
James W Pennebaker, Roger J Booth, and Martha E Francis · 2007
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Communication accommodation theory
Howard Giles and Susan C Baker · 2008
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Causality
Judea Pearl · 2009
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How can you say such things?!?: Recognizing disagreement in informal political argument
Rob Abbott, Marilyn Walker, Jean E. Fox Tree, Pranav Anand, Robeson Bowmani, and Joseph King · 2011
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Cats rule and dogs drool!: Classifying stance in online debate
Pranav Anand, Marilyn Walker, Rob Abbott, Jean E Fox Tree, Robeson Bowmani, and Michael Minor · 2011
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Mark my words!: linguistic style accommodation in social media
Cristian Danescu-Niculescu-Mizil, Michael Gamon, and Susan Dumais · 2011
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Targeted learning: causal inference for observational and experimental data
Mark J Van der Laan and Sherri Rose · 2011
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You had me at hello: How phrasing affects memorability
Cristian Danescu-Niculescu-Mizil, Justin Cheng, Jon Kleinberg, and Lillian Lee · 2012
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Echoes of power: Language effects and power differences in social interaction
Cristian Danescu-Niculescu-Mizil, Lillian Lee, Bo Pang, and Jon Kleinberg · 2012
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That’s your evidence?: Classifying stance in online political debate
Marilyn Walker, Pranav Anand, Rob Abbott, Jean E. Fox Tree, Craig Martell, and Joseph King · 2012
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A corpus for research on deliberation and debate
Marilyn Walker, Pranav Anand, Robert Abbott, and Jean E. Fox Tree · 2012
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Stance classification using dialogic properties of persuasion
Marilyn Walker, Pranav Anand, Robert Abbott, and Richard Grant · 2012
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Identifying media frames and frame dynamics within and across policy issues
Amber E Boydstun, Justin H Gross, Philip Resnik, and Noah A Smith · 2013
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Extra-linguistic constraints on stance recognition in ideological debates
Kazi Saidul Hasan and Vincent Ng · 2013
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Really? well. apparently bootstrapping improves the performance of sarcasm and nastiness classifiers for online dialogue
Communication accommodation theory
Cindy Gallois and Howard Giles · 2015
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Talking to the crowd: What do people react to in online discussions?
Aaron Jaech, Vicky Zayats, Hao Fang, Mari Ostendorf, and Hannaneh Hajishirzi · 2015
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Using summarization to discover argument facets in online idealogical dialog
Amita Misra, Pranav Anand, Jean E Fox Tree, and Marilyn Walker · 2015
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Emoticons vs. emojis on twitter: A causal inference approach
Umashanthi Pavalanathan and Jacob Eisenstein · 2015
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I couldn’t agree more: The role of conversational structure in agreement and disagreement detection in online discussions
Sara Rosenthal and Kathy McKeown · 2015
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Stephanie Lukin and Marilyn Walker · 2013
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Distributed representations of words and phrases and their compositionality
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean · 2013
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Topic independent identification of agreement and disagreement in social media dialogue
Amita Misra and Marilyn A Walker · 2013
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Political ideology detection using recursive neural networks
Mohit Iyyer, Peter Enns, Jordan Boyd-Graber, and Philip Resnik · 2014
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The effect of wording on message propagation: Topic-and author-controlled natural experiments on twitter
Chenhao Tan, Lillian Lee, and Bo Pang · 2014
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Antisocial behavior in online discussion communities
Justin Cheng, Cristian Danescu-Niculescu-Mizil, and Jure Leskovec · 2015
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Using matched samples to estimate the effects of exercise on mental health from twitter
Virgile Landeiro Dos Reis and Aron Culotta · 2015
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Dhanya Sridhar, James Foulds, Bert Huang, Lise Getoor, and Marilyn Walker · 2015
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Winning arguments: Interaction dynamics and persuasion strategies in good-faith online discussions
Chenhao Tan, Vlad Niculae, Cristian Danescu-Niculescu-Mizil, and Lillian Lee · 2016
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Is this post persuasive? ranking argumentative comments in online forum
Zhongyu Wei, Yang Liu, and Yi Li · 2016
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Distilling the outcomes of personal experiences: A propensity-scored analysis of social media
Alexandra Olteanu, Onur Varol, and Emre Kiciman · 2017
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Before name-calling: Dynamics and triggers of ad hominem fallacies in web argumentation
Ivan Habernal, Henning Wachsmuth, Iryna Gurevych, and Benno Stein · 2018
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Classification of moral foundations in microblog political discourse
Kristen Johnson and Dan Goldwasser · 2018
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Using embeddings to correct for unobserved confounding
Victor Veitch, Yixin Wang, and David M Blei · 2019
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