Early Detection of Mental Health Disorders by Social Media Monitoring -

Early Detection of Mental Health Disorders by Social Media Monitoring

The First Five Years of the eRisk Project
Buch | Hardcover
XII, 328 Seiten
2022 | 1st ed. 2022
Springer International Publishing (Verlag)
978-3-031-04430-4 (ISBN)
160,49 inkl. MwSt
eRisk stands for Early Risk Prediction on the Internet. It is concerned with the exploration of techniques for the early detection of mental health disorders which manifest in the way people write and communicate on the internet, in particular in user generated content (e.g. Facebook, Twitter, or other social media).
Early detection technologies can be employed in several different areas but particularly in those related to health and safety. For instance, early alerts could be sent when the writing of a teenager starts showing increasing signs of depression, or when a social media user starts showing suicidal inclinations, or again when a potential offender starts publishing antisocial threats on a blog, forum or social network. 
eRisk has been the pioneer of a new interdisciplinary area of research that is potentially applicable to a wide variety of situations, problems and personal profiles.
This book presents the best results of the first five years of the eRisk project which started in 2017 and developed into one of the most successful track of CLEF, the Conference and Lab of the Evaluation Forum.

Early Risk Prediction of Mental Health Disorders.- The Challenge of Early Risk Prediction on the Internet.- A Survey of the First Five Years of eRisk: Findings and Conclusions.- From Bag-of-Words to Transformers: A Deep Dive into the Participation in the eRisk Early Risk Detection of Depression Tasks with Classical and new Approaches.

Erscheinungsdatum
Reihe/Serie Studies in Computational Intelligence
Zusatzinfo XII, 328 p. 70 illus., 50 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 679 g
Themenwelt Mathematik / Informatik Informatik Datenbanken
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Sozialwissenschaften Kommunikation / Medien Medienwissenschaft
Technik
Schlagworte Computational Intelligence • Early Risk Prediction • eRisk • Mental Health • Social Media Monitoring
ISBN-10 3-031-04430-4 / 3031044304
ISBN-13 978-3-031-04430-4 / 9783031044304
Zustand Neuware
Haben Sie eine Frage zum Produkt?
Mehr entdecken
aus dem Bereich
von absurd bis tödlich: Die Tücken der künstlichen Intelligenz

von Katharina Zweig

Buch | Softcover (2023)
Heyne (Verlag)
20,00