SILGMLFeb 17, 2020

How Impersonators Exploit Instagram to Generate Fake Engagement?

arXiv:2002.07173v111 citations
AI Analysis

This research addresses the problem of fake engagement propagation on social media for platforms and users, but it is incremental as it builds on previous methods.

The study analyzed how impersonators on Instagram generate fake engagement by examining comments and likes from 3.8K impersonators across 566 posts over 7 months, revealing surprising patterns in their active and passive interactions.

Impersonators on Online Social Networks such as Instagram are playing an important role in the propagation of the content. These entities are the type of nefarious fake accounts that intend to disguise a legitimate account by making similar profiles. In addition to having impersonated profiles, we observed a considerable engagement from these entities to the published posts of verified accounts. Toward that end, we concentrate on the engagement of impersonators in terms of active and passive engagements which is studied in three major communities including ``Politician'', ``News agency'', and ``Sports star'' on Instagram. Inside each community, four verified accounts have been selected. Based on the implemented approach in our previous studies, we have collected 4.8K comments, and 2.6K likes across 566 posts created from 3.8K impersonators during 7 months. Our study shed light into this interesting phenomena and provides a surprising observation that can help us to understand better how impersonators engaging themselves inside Instagram in terms of writing Comments and leaving Likes.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes