Social Bots: Human-Like by Means of Human Control?

被引:93
作者
Grimme, Christian [1 ]
Preuss, Mike [1 ]
Adam, Lena [1 ]
Trautmann, Heike [1 ]
机构
[1] Univ Munster, Dept Informat Syst, Leonardo Campus 3, D-48419 Munster, Germany
关键词
hybridization; political big data; propaganda detection; social bots;
D O I
10.1089/big.2017.0044
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Social bots are currently regarded an influential but also somewhat mysterious factor in public discourse and opinion making. They are considered to be capable of massively distributing propaganda in social and online media, and their application is even suspected to be partly responsible for recent election results. Astonishingly, the term social bot is not well defined and different scientific disciplines use divergent definitions. This work starts with a balanced definition attempt, before providing an overview of how social bots actually work (taking the example of Twitter) and what their current technical limitations are. Despite recent research progress in Deep Learning and Big Data, there are many activities bots cannot handle well. We then discuss how bot capabilities can be extended and controlled by integrating humans into the process and reason that this is currently the most promising way to realize meaningful interactions with other humans. This finally leads to the conclusion that hybridization is a challenge for current detection mechanisms and has to be handled with more sophisticated approaches to identify political propaganda distributed with social bots.
引用
收藏
页码:279 / 293
页数:15
相关论文
共 28 条
[1]  
Bessi A., 2016, Social bots distort the 2016 US presidential election: Online discussion, DOI 10.5210/fm.v21i11.7090
[2]  
Chu Z, 2010, 26TH ANNUAL COMPUTER SECURITY APPLICATIONS CONFERENCE (ACSAC 2010), P21
[3]  
Cordy J, 2017, 064CDSDG17E NATO PAR
[4]  
Elliott C, 2014, READERS EDITOR PRORU
[5]   The Rise of Social Bots [J].
Ferrara, Emilio ;
Varol, Onur ;
Davis, Clayton ;
Menczer, Filippo ;
Flammini, Alessandro .
COMMUNICATIONS OF THE ACM, 2016, 59 (07) :96-104
[6]  
Fredheim R, 2013, PUTINS BOT ARMY 1
[7]  
Frischlich L, 2017, UNMENSCHLICHER HASS
[8]   Bot-based collective blocklists in Twitter: the counterpublic moderation of harassment in a networked public space [J].
Geiger, R. Stuart .
INFORMATION COMMUNICATION & SOCIETY, 2016, 19 (06) :787-803
[9]  
Hegelich S, 2016, ANAL ARGUMENTE, P1
[10]  
Heinrich-Boll-Stiftung, 2017, SOC BOTS