Digital Phenotyping and Mobile Sensing New Developments in Psychoinformatics /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Baumeister, Harald (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Montag, Christian (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2019.
• Έκδοση: 1st ed. 2019.
• Σειρά: Studies in Neuroscience, Psychology and Behavioral Economics,
• Θέματα: Biomedical engineering.; Health psychology.; User interfaces (Computer systems).; Health informatics.; Biomedical Engineering/Biotechnology.; Health Psychology.; Biomedical Engineering and Bioengineering.; User Interfaces and Human Computer Interaction.; Health Informatics.

 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.". 

 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.