“Fake it till you make it: Fishing for Catfishes” by Walid Magdy et al.

Using language algorithms  to detect fake online profiles that deceive other users

Abstract

Many adult content websites incorporate social networking features. Although these are popular, they raise significant challenges, including the potential for users to “catfish”, i.e., to create fake profiles to deceive other users. This paper takes an initial step towards automated catfish detection. We explore the characteristics of the different age and gender groups, identifying a number of distinctions. Through this, we train models based on user profiles and comments, via the ground truth of specially verified profiles. Applying our models for age and gender estimation of unverified profiles, we identify 38% of profiles who are likely lying about their age, and 25% who are likely lying about their gender. We find that women have a greater propensity to catfish than men. Further, whereas women catfish select from a wide age range, men consistently lie about being younger. Our work has notable implications on operators of such online social networks, as well as users who may worry about interacting with catfishes.

Paper to appear in IEEE/ACM ASONAM 2017 https://arxiv.org/abs/1705.06530

Dr Walid Magdy, University of Edinburgh, School of Informatics.

Dr Laura A. Cariola

Laura Cariola

Affiliation: University of Edinburgh

I am a linguist and psychologist with a special interest in psychodynamic concepts that underpin language behaviour and social interactions. Currently, I am a research assistant in Clinical Psychology at the University of Edinburgh. My research relates to public health, such as perinatal mental health and adolescents’ online behaviour.

Most of my research relates to the concept of body image boundaries and how it influences language behaviour in relation to autobiographical memories and psychotherapy processes.

I am also the co-founding editor (together with Dr. Andrew Wilson) of the journal ‘Language and Psychoanalysis’. The ‘Language and Mind Network’ which aims to bring together individuals with an interest in the intersection of language and psychology, including psychotherapy, clinical psychology and the humanities, and thus to encourage dialogue and collaboration.

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