Digital Phenotyping and Mobile Sensing (eBook)

New Developments in Psychoinformatics

Christian Montag, Harald Baumeister (Herausgeber)

eBook Download: PDF

2022 | 2nd ed. 2023
XIV, 457 Seiten
Springer International Publishing (Verlag)
978-3-030-98546-2 (ISBN)

Infos

This book offers a snapshot of cutting-edge applications of digital phenotyping and mobile sensing for studying human behavior and planning innovative e-healthcare interventions. The respective chapters, written by authoritative researchers, cover both theoretical perspectives and good scientific and professional practices related to the use and development of these technologies. They share novel insights into established applications of mobile sensing, such as predicting personality or mental and behavioral health on the basis of smartphone usage patterns, and highlight emerging trends, such as the use of machine learning, big data and deep learning approaches, and the combination of mobile sensing with AI and expert systems. Important issues relating to privacy and ethics are analyzed, together with selected case studies. This thoroughly revised and extended second edition provides researchers and professionals with extensive information on the latest developments in the field of digital phenotyping and mobile sensing.  It gives a special emphasis to trends in diagnostics systems and AI applications, suggesting important future directions for research in public health and social sciences.

 

Christian Montag is Professor for Molecular Psychology at Ulm University, Germany. From 2016 to 2022, he has been a visiting professor at the University of Electronic Science and Technology of China, in Chengdu. He received his diploma and PhD degree in psychology in 2006 and 2009, respectively, and his habilitation in the same field in 2011. Christian Montag's research has been dealing with various topics relating to molecular genetics of personality and emotions, affective neuroscience, neuroeconomics, internet addiction, and psychoinformatics. He has also been involved in developing applications to track human behavior via smartphones.

Harald Baumeister is Professor for Clinical Psychology and Psychotherapy, and Head of the Psychotherapeutic outpatient clinic at Ulm University, Germany. He received his diploma and PhD in psychology in 2001 and 2005, respectively. In 2007, he gained his professional license to work as a psychotherapist, and received his habilitation in psychology in 2012. Harald Baumeister´s research focuses on e-mental- and e-behavioral health. He has developed and evaluated several strategies for Internet- and Mobile-based Interventions (IMI) and Diagnostics for both mental and somatic, and primary and secondary, care settings. More recently, he started to leverage interdisciplinary competencies to level up IMI-and mental health research by bringing together informatics and data science with engineering, biological, psychological/psychotherapeutic and medical expertise. Big data-based machine learning approaches, deep learning- and artificial intelligence-based mental- and behavioral health solutions, as well as adaptive, smart sensing-informed interventional approaches are just some of his current research topics. 

 

Produkt-Details

• Erscheint lt. Verlag: 22.7.2022
• Reihe/Serie: Studies in Neuroscience, Psychology and Behavioral Economics
• Reihe/Serie: Studies in Neuroscience, Psychology and Behavioral Economics
• Zusatzinfo: XIV, 457 p. 87 illus., 69 illus. in color.
• Sprache: englisch
• Themenwelt: Geisteswissenschaften
• Themenwelt: Medizin / Pharmazie
• Themenwelt: Technik
• Schlagworte: Behavioral phenotyping • big data in psychology • Deep learning for speech recognition • Developments of Ecological Momentary Assessment • Digital biomarkers of mood and cognition • Digital phenotyping in healthcare • Ecological Momentary Assessments of tinnitus • Internet-of-Things in psychodiagnostics • Limitations of self-report data in psychology • Machine learning analysis of behavioral data • Mathematical models of users' mood • Passive sensing in mental health • Recogniton of facial emotion expression • Smartphone and behavior • Smartphone applications for personality assessment
• ISBN-10: 3-030-98546-6 / 3030985466
• ISBN-13: 978-3-030-98546-2 / 9783030985462