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Identifying Artificial Actors in E-Dating: A Probabilistic Segmentation Based on Interactional Pattern Analysis

Authors :
Olga Yanenko
Marcel Hebing
Andreas Schmitz
Source :
Challenges at the Interface of Data Analysis, Computer Science, and Optimization ISBN: 9783642244650, GfKl
Publication Year :
2012
Publisher :
Springer Berlin Heidelberg, 2012.

Abstract

We propose different behaviour and interaction related indicators of artificial actors (bots) and show how they can be separated from natural users in a virtual dating market. A finite mixture classification model is applied on the different behavioural and interactional information to classify users into bot vs. non-bot-categories. Finally the validity of the classification model and the impact of bots on sociodemographic distributions and scientific analysis is discussed.

Details

ISBN :
978-3-642-24465-0
ISBNs :
9783642244650
Database :
OpenAIRE
Journal :
Challenges at the Interface of Data Analysis, Computer Science, and Optimization ISBN: 9783642244650, GfKl
Accession number :
edsair.doi...........e9d4a17d9521977708952525235e2b0f