9783031012174 - Synthesis Lectures on Information Security Privacy and Trust   Trust in Social Media - Jiliang Tang Huan Liu Kartoniert (TB)

EAN: 9783031012174

Produktdaten aktualisiert am: 12.11.2024
Hersteller: - Hersteller-ArtNr. (MPN): - ASIN: 3031012178

Social media greatly enables people to participate in online activities and shatters the barrier for online users to create and share information at any place at any time. However the explosion of user-generated content poses novel challenges for online users to find relevant information or in other words exacerbates the information overload problem. On the other hand the quality of user-generated content can vary dramatically from excellence to abuse or spam resulting in a problem of information credibility. The study and understanding of trust can lead to an effective approach to addressing both information overload and credibility problems. Trust refers to a relationship between a trustor (the subject that trusts a target entity) and a trustee (the entity that is trusted). In the context of social media trust provides evidence about with whom we can trust to share information and from whom we can accept information without additional verification. With trust we make the mental shortcut by directly seeking information from trustees or trusted entities which serves a two-fold purpose: without being overwhelmed by excessive information (i.e. mitigated information overload) and with credible information due to the trust placed on the information provider (i.e. increased information credibility). Therefore trust is crucial in helping social media users collect relevant and reliable information and trust in social media is a research topic of increasing importance and of practical significance. This book takes a computational perspective to offer an overview of characteristics and elements of trust and illuminate a wide range of computational tasks of trust. It introduces basic concepts deliberates challenges and opportunities reviews state-of-the-art algorithms and elaborates effective evaluation methods in the trust study. In particular we illustrate properties and representation models of trust elucidate trust prediction with representative algorithms and demonstrate real-world applications where trust is explicitly used. As a new dimension of the trust study we discuss the concept of distrust and its roles in trust computing.

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