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