Digital Phenotyping and Mobile Sensing
Springer International Publishing (Verlag)
978-3-030-98545-5 (ISBN)
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 Baumeisters 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.
Chapter 1: Digital Phenotyping and Mobile Sensing In Psychoinformatics-A Rapidly Evolving Interdisciplinary Research Endeavor.- Chapter 2: Ethical Considerations of Digital Phenotyping from the Perspective of a Healthcare Practitioner.- Chapter 3: Computerized Facial Emotion Expression Recognition.- Chapter 4: An Overview on Doing Psychodiagnostics in Personality Psychology and Tracking Physical Activity via Smartphones.
Erscheinungsdatum | 24.07.2022 |
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Reihe/Serie | Studies in Neuroscience, Psychology and Behavioral Economics |
Zusatzinfo | XIV, 457 p. 87 illus., 69 illus. in color. |
Verlagsort | Cham |
Sprache | englisch |
Maße | 155 x 235 mm |
Gewicht | 841 g |
Themenwelt | Geisteswissenschaften ► Psychologie ► Sozialpsychologie |
Mathematik / Informatik ► Informatik | |
Medizin / Pharmazie ► Physiotherapie / Ergotherapie ► Orthopädie | |
Technik ► Medizintechnik | |
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 | 3-030-98545-8 / 3030985458 |
ISBN-13 | 978-3-030-98545-5 / 9783030985455 |
Zustand | Neuware |
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