Format:
1 Online-Ressource (xx, 291 Seiten)
,
Illustrationen und Diagramme teils in Farbe
ISBN:
9783030316204
Series Statement:
Studies in Neuroscience, Psychology and Behavioral Economics
Content:
Mobile Sensing and Digital Phenotyping: Privacy and Ethics -- Mobile Sensing and Digital Phenotyping in Psycho-Social Sciences -- Mobile Sensing and Digital Phenotyping in Health Sciences
Content:
This book offers a snapshot of cutting-edge applications of mobile sensing for digital phenotyping in the field of Psychoinformatics. The respective chapters, written by authoritative researchers, cover various aspects related to the use of these technologies in health, education, and cognitive science research. They share insights both into established applications of mobile sensing (such as predicting personality or mental and behavioral health on the basis of smartphone usage patterns) and emerging trends. Machine learning and deep learning approaches are discussed, and important considerations regarding privacy risks and ethical issues are assessed. In addition to essential background information on various technologies and theoretical methods, the book also presents relevant case studies and good scientific practices, thus addressing researchers and professionals alike. To cite Thomas R. Insel, who wrote the foreword to this book: “Patients will only use digital phenotyping if it solves a problem, perhaps a digital smoke alarm that can prevent a crisis. Providers will only use digital phenotyping if it fits seamlessly into their crowded workflow. If we can earn public trust, there is every reason to be excited about this new field. Suddenly, studying human behavior at scale, over months and years, is feasible.”
Additional Edition:
ISBN 9783030316198
Additional Edition:
Erscheint auch als Druck-Ausgabe Digital phenotyping and mobile sensing Cham, Switzerland : Springer, 2019 ISBN 9783030316198
Additional Edition:
ISBN 303031619X
Language:
English
DOI:
10.1007/978-3-030-31620-4
Author information:
Montag, Christian 1977-
Author information:
Baumeister, Harald 1974-