Mobile Sensing In Psychology

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Mobile Sensing in Psychology

Thomas R. Insel
Mobile Sensing in Psychology Book PDF

Author : Thomas R. Insel
Publisher : Unknown
Page : 0 pages
File Size : 53,8 Mb
Release : 2024
Category : Psychology
ISBN : 1462553125

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Mobile Sensing in Psychology by Thomas R. Insel Pdf

"The possibilities mobile sensing opens up for the social, behavioral, biomedical, and life sciences appear almost infinite and are bound to become even more comprehensive in the years to come. However, data collection with new information technology also poses new challenges for research and applied fields. Is everything that is possible also legally allowed? What are the personal and societal consequences of the possible deep insights into very private areas of life for research ethics and the relations between the researchers and those being researched? How can data be stored so that anonymity and privacy are preserved? How can quality criteria be formulated for this new and rapidly developing field of research? And how can we ensure that information and predictions derived from mobile sensing are psychometrically accurate and practically useful as we move from scientific proof-of-concept measurements to medical/clinical measurements that aim at supporting and improving the diagnostic process? This handbook answers these questions and based on the conviction that a profound understanding and the sound application of mobile sensing methods require specific knowledge and competencies: scientific background and the key concepts, how to generally plan and conduct a mobile sensing study, different methods of data collection with mobile sensing, both in terms of the technological know-how and the methodological how-to, and possibilities and limitations of mobile sensing and of best-practice examples from different areas of application"--

Mobile Sensing in Psychology

Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer
Mobile Sensing in Psychology Book PDF

Author : Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer
Publisher : Guilford Publications
Page : 818 pages
File Size : 46,5 Mb
Release : 2023-12-18
Category : Medical
ISBN : 9781462553105

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Mobile Sensing in Psychology by Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer Pdf

"The possibilities mobile sensing opens up for the social, behavioral, biomedical, and life sciences appear almost infinite and are bound to become even more comprehensive in the years to come. However, data collection with new information technology also poses new challenges for research and applied fields. Is everything that is possible also legally allowed? What are the personal and societal consequences of the possible deep insights into very private areas of life for research ethics and the relations between the researchers and those being researched? How can data be stored so that anonymity and privacy are preserved? How can quality criteria be formulated for this new and rapidly developing field of research? And how can we ensure that information and predictions derived from mobile sensing are psychometrically accurate and practically useful as we move from scientific proof-of-concept measurements to medical/clinical measurements that aim at supporting and improving the diagnostic process? This handbook answers these questions and based on the conviction that a profound understanding and the sound application of mobile sensing methods require specific knowledge and competencies: scientific background and the key concepts, how to generally plan and conduct a mobile sensing study, different methods of data collection with mobile sensing, both in terms of the technological know-how and the methodological how-to, and possibilities and limitations of mobile sensing and of best-practice examples from different areas of application"--

Mobile Sensing in Psychology

Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer
Mobile Sensing in Psychology Book PDF

Author : Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer
Publisher : Guilford Publications
Page : 819 pages
File Size : 51,9 Mb
Release : 2023-10-06
Category : Social Science
ISBN : 9781462553112

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Mobile Sensing in Psychology by Matthias R. Mehl,Michael Eid,Cornelia Wrzus,Gabriella M. Harari,Ulrich W. Ebner-Priemer Pdf

How can large-scale, real-time, and real-world data on people’s behaviors, interactions, and environments improve psychological measurement, or lead to customized psychological interventions? Written expressly for social and behavioral scientists, this cutting-edge handbook describes the key concepts and tools of mobile sensing and explains how to plan and conduct a mobile sensing study. Renowned experts address the whats, whys, and how-tos of collecting "big data" using smartphones and other wearables, and explore which research questions can best be addressed with these tools. Modern statistical methods for analyzing mobile sensing data are described--for example, dynamic structural equation modeling, network modeling, and machine learning, including deep neural networks. The book includes best-practice research examples of applications in clinical psychology, aging, neuroscience, health, emotions, relationships, personality, the workplace, and other areas. Key methodological challenges and ethical/privacy issues are highlighted throughout.

Digital Phenotyping and Mobile Sensing

Harald Baumeister,Christian Montag
Digital Phenotyping and Mobile Sensing Book PDF

Author : Harald Baumeister,Christian Montag
Publisher : Springer Nature
Page : 291 pages
File Size : 50,7 Mb
Release : 2019-10-31
Category : Medical
ISBN : 9783030316204

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Digital Phenotyping and Mobile Sensing by Harald Baumeister,Christian Montag Pdf

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.”

Integrating Psychoinformatics with Ubiquitous Social Networking

Felix Beierle
Integrating Psychoinformatics with Ubiquitous Social Networking Book PDF

Author : Felix Beierle
Publisher : Springer
Page : 196 pages
File Size : 48,6 Mb
Release : 2022-04-24
Category : Technology & Engineering
ISBN : 3030688429

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Integrating Psychoinformatics with Ubiquitous Social Networking by Felix Beierle Pdf

This book deepens the understanding of people through smartphone data obtained via mobile sensing and applies psychological insights for social networking applications. The author first introduces TYDR, an application for researching smartphone data and user personality. A novel, structured privacy model for mobile sensing applications is developed and the obtained empirical results help researchers gauge what data they can expect users to share in daily-life studies. The new research findings, the concept of mobile sensing, and psychological insights about the formation and structure of real-life social networks are integrated into the field of social networking. Finally, for this novel integration, the author presents concepts, decentralized software architectures, and fully realized prototypes that recommend new contacts, media, and locations to individual users and groups of users.

Digital Phenotyping and Mobile Sensing

Christian Montag,Harald Baumeister
Digital Phenotyping and Mobile Sensing Book PDF

Author : Christian Montag,Harald Baumeister
Publisher : Springer Nature
Page : 466 pages
File Size : 43,5 Mb
Release : 2022-07-22
Category : Technology & Engineering
ISBN : 9783030985462

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Digital Phenotyping and Mobile Sensing by Christian Montag,Harald Baumeister Pdf

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.

The Oxford Handbook of Psychological Situations

John F. Rauthmann,Ryne Sherman,David C. Funder
The Oxford Handbook of Psychological Situations Book PDF

Author : John F. Rauthmann,Ryne Sherman,David C. Funder
Publisher : Oxford University Press
Page : 537 pages
File Size : 43,7 Mb
Release : 2020-07-01
Category : Psychology
ISBN : 9780190848897

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The Oxford Handbook of Psychological Situations by John F. Rauthmann,Ryne Sherman,David C. Funder Pdf

Situations matter. They let people express their personalities and values; provoke motivations, emotions, and behaviors; and are the contexts in which people reason and act. The psychological assessment of situations is a new and rapidly developing area of research, particularly within the fields of personality and social psychology. This volume compiles state-of-the-art knowledge on psychological situations in chapters written by experts in their respective research areas. Bringing together historical reviews, theoretical pieces, methodological descriptions, and empirical applications, this volume is the definitive, go-to source for a psychology of situations.

Affective Computing and Intelligent Interaction

Ana Paiva,Rui Prada,Rosalind W. Picard
Affective Computing and Intelligent Interaction Book PDF

Author : Ana Paiva,Rui Prada,Rosalind W. Picard
Publisher : Springer
Page : 796 pages
File Size : 42,9 Mb
Release : 2007-09-04
Category : Computers
ISBN : 9783540748892

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Affective Computing and Intelligent Interaction by Ana Paiva,Rui Prada,Rosalind W. Picard Pdf

This book constitutes the refereed proceedings of the Second International Conference on Affective Computing and Intelligent Interaction, ACII 2007. It covers affective facial expression and recognition, affective body expression and recognition, affective speech processing, affective text and dialogue processing, recognizing affect using physiological measures, computational models of emotion and theoretical foundations, and affective sound and music processing.

Emotions and Personality in Personalized Services

Marko Tkalčič,Berardina De Carolis,Marco de Gemmis,Ante Odić,Andrej Košir
Emotions and Personality in Personalized Services Book PDF

Author : Marko Tkalčič,Berardina De Carolis,Marco de Gemmis,Ante Odić,Andrej Košir
Publisher : Springer
Page : 400 pages
File Size : 52,8 Mb
Release : 2016-07-13
Category : Computers
ISBN : 9783319314136

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Emotions and Personality in Personalized Services by Marko Tkalčič,Berardina De Carolis,Marco de Gemmis,Ante Odić,Andrej Košir Pdf

Personalization is ubiquitous from search engines to online-shopping websites helping us find content more efficiently and this book focuses on the key developments that are shaping our daily online experiences. With advances in the detection of end users’ emotions, personality, sentiment and social signals, researchers and practitioners now have the tools to build a new generation of personalized systems that will really understand the user’s state and deliver the right content. With leading experts from a vast array of domains from user modeling, mobile sensing and information retrieval to artificial intelligence, human-computer interaction (HCI) social computing and psychology, a broad spectrum of topics are covered. From discussing psychological theoretical models and exploring state-of-the-art methods for acquiring emotions and personality in an unobtrusive way, as well as describing how these concepts can be used to improve various aspects of the personalization process and chapters that discuss evaluation and privacy issues. Emotions and Personality in Personalized Systems will help aid researchers and practitioners develop and evaluate user-centric personalization systems that take into account the factors that have a tremendous impact on our decision-making – emotions and personality.

Toward a Psychology of Uncertainty

Doris Brothers
Toward a Psychology of Uncertainty Book PDF

Author : Doris Brothers
Publisher : Taylor & Francis
Page : 239 pages
File Size : 40,5 Mb
Release : 2011-04-12
Category : Psychology
ISBN : 9781135469023

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Toward a Psychology of Uncertainty by Doris Brothers Pdf

Since trauma is a thoroughly relational phenomenon, it is highly unpredictable, and cannot be made to fit within the scientific framework Freud so admired. In Toward a Psychology of Uncertainty: Trauma-Centered Psychoanalysis, Doris Brothers urges a return to a trauma-centered psychoanalysis. Making use of relational systems theory, she shows that experiences of uncertainty are continually transformed by the regulatory processes of everyday life such as feeling, knowing, forming categories, making decisions, using language, creating narratives, sensing time, remembering, forgetting, and fantasizing. Insofar as trauma destroys the certainties that organize psychological life, it plunges our relational systems into chaos and sets the stage for the emergence of rigid, life-constricting relational patterns. These trauma-generated patterns, which often involve denial of sameness and difference, the creation of complexity-reducing dualities, and the transformation of certainty into certitude, figure prominently in virtually all of the complaints for which patients seek analytic treatment. Analysts, she claims, are no more strangers to trauma than are their patients. Using in-depth clinical illustrations, Dr. Brothers demonstrates how a mutual desire to heal and to be healed from trauma draws patients and analysts into their analytic relationships. She recommends the reconceptualization of what has heretofore been considered transference and countertransference in terms of the transformation of experienced uncertainty. In her view the increased ability of both analytic partners to live with uncertainty is the mark of a successful treatment. Dr. Brothers’ perspective sheds fresh light on a variety of topics of great general interest to analysts as well as many of their patients, such as gender, the acceptance of death, faith, cult-like training programs, and burnout. Her discussions of these topics are enlivened by references to contemporary cinema and theatre.

Mobile Health

Sasan Adibi
Mobile Health Book PDF

Author : Sasan Adibi
Publisher : Springer
Page : 1172 pages
File Size : 48,9 Mb
Release : 2015-02-18
Category : Technology & Engineering
ISBN : 9783319128177

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Mobile Health by Sasan Adibi Pdf

This book offers a comprehensive report on the technological aspects of Mobile Health (mHealth) and discusses the main challenges and future directions in the field. It is divided into eight parts: (1) preventive and curative medicine; (2) remote health monitoring; (3) interoperability; (4) framework, architecture, and software/hardware systems; (5) cloud applications; (6) radio technologies and applications; (7) communication networks and systems; and (8) security and privacy mechanisms. The first two parts cover sensor-based and bedside systems for remotely monitoring patients’ health condition, which aim at preventing the development of health problems and managing the prognosis of acute and chronic diseases. The related chapters discuss how new sensing and wireless technologies can offer accurate and cost-effective means for monitoring and evaluating behavior of individuals with dementia and psychiatric disorders, such as wandering behavior and sleep impairments. The following two parts focus on architectures and higher level systems, and on the challenges associated with their interoperability and scalability, two important aspects that stand in the way of the widespread deployment of mHealth systems. The remaining parts focus on telecommunication support systems for mHealth, including radio technologies, communication and cloud networks, and secure health-related applications and systems. All in all, the book offers a snapshot of the state-of-art in mHealth systems, and addresses the needs of a multidisciplinary audience, including engineers, computer scientists, healthcare providers, and medical professionals, working in both academia and the industry, as well as stakeholders at government agencies and non-profit organizations.

Pro Machine Learning Algorithms

V Kishore Ayyadevara
Pro Machine Learning Algorithms Book PDF

Author : V Kishore Ayyadevara
Publisher : Apress
Page : 379 pages
File Size : 54,6 Mb
Release : 2018-06-30
Category : Computers
ISBN : 9781484235645

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Pro Machine Learning Algorithms by V Kishore Ayyadevara Pdf

Bridge the gap between a high-level understanding of how an algorithm works and knowing the nuts and bolts to tune your models better. This book will give you the confidence and skills when developing all the major machine learning models. In Pro Machine Learning Algorithms, you will first develop the algorithm in Excel so that you get a practical understanding of all the levers that can be tuned in a model, before implementing the models in Python/R. You will cover all the major algorithms: supervised and unsupervised learning, which include linear/logistic regression; k-means clustering; PCA; recommender system; decision tree; random forest; GBM; and neural networks. You will also be exposed to the latest in deep learning through CNNs, RNNs, and word2vec for text mining. You will be learning not only the algorithms, but also the concepts of feature engineering to maximize the performance of a model. You will see the theory along with case studies, such as sentiment classification, fraud detection, recommender systems, and image recognition, so that you get the best of both theory and practice for the vast majority of the machine learning algorithms used in industry. Along with learning the algorithms, you will also be exposed to running machine-learning models on all the major cloud service providers. You are expected to have minimal knowledge of statistics/software programming and by the end of this book you should be able to work on a machine learning project with confidence. What You Will Learn Get an in-depth understanding of all the major machine learning and deep learning algorithms Fully appreciate the pitfalls to avoid while building models Implement machine learning algorithms in the cloud Follow a hands-on approach through case studies for each algorithm Gain the tricks of ensemble learning to build more accurate models Discover the basics of programming in R/Python and the Keras framework for deep learning Who This Book Is For Business analysts/ IT professionals who want to transition into data science roles. Data scientists who want to solidify their knowledge in machine learning.

Social Sensing

Dong Wang,Tarek Abdelzaher,Lance Kaplan
Social Sensing Book PDF

Author : Dong Wang,Tarek Abdelzaher,Lance Kaplan
Publisher : Morgan Kaufmann
Page : 232 pages
File Size : 54,7 Mb
Release : 2015-04-17
Category : Computers
ISBN : 9780128011317

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Social Sensing by Dong Wang,Tarek Abdelzaher,Lance Kaplan Pdf

Increasingly, human beings are sensors engaging directly with the mobile Internet. Individuals can now share real-time experiences at an unprecedented scale. Social Sensing: Building Reliable Systems on Unreliable Data looks at recent advances in the emerging field of social sensing, emphasizing the key problem faced by application designers: how to extract reliable information from data collected from largely unknown and possibly unreliable sources. The book explains how a myriad of societal applications can be derived from this massive amount of data collected and shared by average individuals. The title offers theoretical foundations to support emerging data-driven cyber-physical applications and touches on key issues such as privacy. The authors present solutions based on recent research and novel ideas that leverage techniques from cyber-physical systems, sensor networks, machine learning, data mining, and information fusion. Offers a unique interdisciplinary perspective bridging social networks, big data, cyber-physical systems, and reliability Presents novel theoretical foundations for assured social sensing and modeling humans as sensors Includes case studies and application examples based on real data sets Supplemental material includes sample datasets and fact-finding software that implements the main algorithms described in the book

The Oxford Handbook of Psychological Situations

John F. Rauthmann,Ryne Sherman,David C. Funder
The Oxford Handbook of Psychological Situations Book PDF

Author : John F. Rauthmann,Ryne Sherman,David C. Funder
Publisher : Oxford University Press
Page : 632 pages
File Size : 45,8 Mb
Release : 2020-07-01
Category : Psychology
ISBN : 9780190263355

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The Oxford Handbook of Psychological Situations by John F. Rauthmann,Ryne Sherman,David C. Funder Pdf

Situations matter. They let people express their personalities and values; provoke motivations, emotions, and behaviors; and are the contexts in which people reason and act. The psychological assessment of situations is a new and rapidly developing area of research, particularly within the fields of personality and social psychology. This volume compiles state-of-the-art knowledge on psychological situations in chapters written by experts in their respective research areas. Bringing together historical reviews, theoretical pieces, methodological descriptions, and empirical applications, this volume is the definitive, go-to source for a psychology of situations.

The Oxford Handbook of Impulse Control Disorders

Jon E. Grant,Marc N. Potenza
The Oxford Handbook of Impulse Control Disorders Book PDF

Author : Jon E. Grant,Marc N. Potenza
Publisher : Oxford University Press
Page : 592 pages
File Size : 46,9 Mb
Release : 2012
Category : Psychology
ISBN : 9780195389715

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The Oxford Handbook of Impulse Control Disorders by Jon E. Grant,Marc N. Potenza Pdf

Research in the area of impulse control disorders has expanded exponentially. The Oxford Handbook of Impulse Control Disorders provides researchers and clinicians with a clear understanding of the developmental, biological, and phenomenological features of a range of impulse control disorders, as well as detailed approaches to their treatment.