PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389665
David García, Fernando Mendez, U. Serdült, F. Schweitzer
{"title":"Political polarization and popularity in online participatory media: an integrated approach","authors":"David García, Fernando Mendez, U. Serdült, F. Schweitzer","doi":"10.1145/2389661.2389665","DOIUrl":"https://doi.org/10.1145/2389661.2389665","url":null,"abstract":"We present our approach to online popularity and its applications to political science, aiming at the creation of agent-based models that reproduce patterns of popularity in participatory media. We illustrate our approach analyzing a dataset from Youtube, composed of the view statistics and comments for the videos of the U.S. presidential campaigns of 2008 and 2012. Using sentiment analysis, we quantify the collective emotions expressed by the viewers, finding that democrat campaigns elicited more positive collective emotions than republican campaigns. Techniques from computational social science allow us to measure virality of the videos of each campaign, to find that democrat videos are shared faster but republican ones are remembered longer inside the community. Last we present our work in progress in voting advice applications, and our results analyzing the data from choose4greece.com. We show how we assess the policy differences between parties and their voters, and how voting advice applications can be extended to test our agent-based models.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127227270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389663
F. Menczer
{"title":"The diffusion of political memes in social media: keynote abstract","authors":"F. Menczer","doi":"10.1145/2389661.2389663","DOIUrl":"https://doi.org/10.1145/2389661.2389663","url":null,"abstract":"This talk presents ongoing work on the study of information diffusion in social media, focusing in particular on political communication in the Twitter microblogging network. Social media platforms play an important role in shaping political discourse in the US and around the world. The truthy.indiana.edu infrastructure allows us to mine and visualize a large stream of social media data related to political themes. The analyses in this keynote address polarization and cross-ideological communication, and partisan asymmetries in the online political activities of social media users. Machine learning efforts can successfully leverage the structure of meme diffusion networks to detect orchestrated astroturf attacks that simulate grassroots campaigns, and to predict the political affiliation of active users. The retweet network segregates individuals into two distinct, homogenous communities of left- and right-leaning users. The mention network does not exhibit this kind of segregation, instead forming a communication bridge across which information flows between these two partisan communities. We propose a mechanism of action to explain these divergent topologies and provide statistical evidence in support of this hypothesis. Related to political communication are questions about the birth of online social movements. Social media data provides an opportunity to look for signatures that capture these seminal events. Finally, I will introduce a model of the competition for attention in social media. A dynamic of information diffusion emerges from this process, where a few ideas go viral while most do not. I will show that the relative popularity of different topics, the diversity of information to which we are exposed, and the fading of our collective interests for specific memes, can all be explained as deriving from a combination between the competition for limited attention and the structure of social networks. Surprisingly, one can reproduce the massive heterogeneity in the popularity and persistence of ideas without the need to assume different intrinsic values among those ideas.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"145 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115132587","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389671
Solon Barocas
{"title":"The price of precision: voter microtargeting and its potential harms to the democratic process","authors":"Solon Barocas","doi":"10.1145/2389661.2389671","DOIUrl":"https://doi.org/10.1145/2389661.2389671","url":null,"abstract":"This paper explores the potentially perverse effects of voter microtargeting, delineating how the very same techniques that empower political candidates to be more efficient and effective in their campaigning may also undermine the political and social fabric of the democracies in which those candidates seek office. The first part of the paper reviews the apparent attraction and stated goals of voter microtargeting and the technical processes upon which it relies. The second part draws out the ethical and political implications of the practice, pointing to some troubling empirical findings. The paper considers how microtargeting contributes to (1) an increased willingness and ability to deliver messages on wedge issues that would be extremely divisive in a more public forum; (2) voter discrimination and de facto disenfranchisement, (3) a chilling of political participation due to perceived violations of voters' privacy, and (4) a general trend toward single issue politics that leads to increased partisanship among voters and ambiguous political mandates for elected representatives. The final part of the paper introduces Soap Box: a project (initiated by the author) to develop a website that will act as a clearinghouse for targeted political advertising. The website aims to make these messages available to all-comers, forcing campaigns to account for and reconcile the different positions they present to different audiences. The paper concludes with a discussion of the limits of an approach that seeks to combat the more worrisome aspects of voter microtageting by exposing the tailored messages to greater public scrutiny.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122548440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389669
Flavien Bouillot, P. Poncelet, M. Roche, D. Ienco, Elnaz Bigdeli, S. Matwin
{"title":"French presidential elections: what are the most efficient measures for tweets?","authors":"Flavien Bouillot, P. Poncelet, M. Roche, D. Ienco, Elnaz Bigdeli, S. Matwin","doi":"10.1145/2389661.2389669","DOIUrl":"https://doi.org/10.1145/2389661.2389669","url":null,"abstract":"Tweets exchanged over the Internet are an important source of information even if their characteristics make them difficult to analyze (e.g., a maximum of 140 characters; noisy data). In this paper, we address the problem of extracting relevant topics through tweets coming from different communities. More precisely we are interested to address the following question: which are the most relevant terms given a community. To answer this question we define and evaluate new variants of the traditional TF-IDF. Furthermore we also show that our measures are well suited to recommend a community affiliation to a new user. Experiments have been conducted on tweets collected during French Presidential and Legislative elections in 2012. The results underline the quality and the usefulness of our proposal.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121679409","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389667
Andrew J. Dowdle, Song Yang, Scott Limbocker, P. Stewart, Karen Sebold
{"title":"Party cohesion in presidential races: applying social network theory to the 2011 preprimary","authors":"Andrew J. Dowdle, Song Yang, Scott Limbocker, P. Stewart, Karen Sebold","doi":"10.1145/2389661.2389667","DOIUrl":"https://doi.org/10.1145/2389661.2389667","url":null,"abstract":"In this paper we analyze individual contributions data from the 2012 Republican Party preprimary that was collected by the Federal Elections Commission (FEC). We use the basic principles of Social Network Analysis of multiple donors to discern patterns concerning presidential candidates and the Republican Party as a whole.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128209994","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
PLEAD '12Pub Date : 2012-11-02DOI: 10.1145/2389661.2389668
Rawia Awadallah, Maya Ramanath, G. Weikum
{"title":"Opinions network for politically controversial topics","authors":"Rawia Awadallah, Maya Ramanath, G. Weikum","doi":"10.1145/2389661.2389668","DOIUrl":"https://doi.org/10.1145/2389661.2389668","url":null,"abstract":"This paper describes OpinioNetIt, a structured, faceted, knowledge-base of opinions, and its use in political opinions analysis. OpinioNetIt consists of information about people, topics and opinions in the form of person, opinion, topic triples, indicating the opinion of a person on a topic. Our specific focus has been on acquiring opinions held by various stakeholders on politically controversial topics. Our system can be used for various kinds of analysis, including, heat maps showing political bias, flip-flopping politicians, dissenters, etc. In this paper, we describe the architecture of our system, and how it can be used to address these various use-cases.","PeriodicalId":131970,"journal":{"name":"PLEAD '12","volume":"38 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2012-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131347859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}