Network Psychometrics With R
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Network Psychometrics With R
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Author : Adela-Maria Isvoranu
language : en
Publisher: Routledge
Release Date : 2022-03-22
Network Psychometrics With R written by Adela-Maria Isvoranu and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-22 with categories.
A systematic, innovative introduction to the field of network analysis, Network Psychometrics with R: A Guide for Behavioral and Social Scientists provides a comprehensive overview of and guide to both the theoretical foundations of network psychometrics as well as modelling techniques developed from this perspective. Written by pioneers in the field, this textbook showcases cutting-edge methods in an easily accessible format, accompanied by problem sets and code. After working through this book, readers will be able to understand the theoretical foundations behind network modelling, infer network topology, and estimate network parameters from different sources of data. This book features an introduction on the statistical programming language R that guides readers on how to analyse network structures and their stability using R. While Network Psychometrics with R is written in the context of social and behavioral science, the methods introduced in this book are widely applicable to data sets from related fields of study. Additionally, while the text is written in a non-technical manner, technical content is highlighted in textboxes for the interested reader. Network Psychometrics with R is ideal for instructors and students of undergraduate and graduate level courses and workshops in the field of network psychometrics as well as established researchers looking to master new methods.
Network Psychometrics With R
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Author : Adela-Maria Isvoranu
language : en
Publisher: Taylor & Francis
Release Date : 2022-04-28
Network Psychometrics With R written by Adela-Maria Isvoranu and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-04-28 with Psychology categories.
A systematic, innovative introduction to the field of network analysis, Network Psychometrics with R: A Guide for Behavioral and Social Scientists provides a comprehensive overview of and guide to both the theoretical foundations of network psychometrics as well as modelling techniques developed from this perspective. Written by pioneers in the field, this textbook showcases cutting-edge methods in an easily accessible format, accompanied by problem sets and code. After working through this book, readers will be able to understand the theoretical foundations behind network modelling, infer network topology, and estimate network parameters from different sources of data. This book features an introduction on the statistical programming language R that guides readers on how to analyse network structures and their stability using R. While Network Psychometrics with R is written in the context of social and behavioral science, the methods introduced in this book are widely applicable to data sets from related fields of study. Additionally, while the text is written in a non-technical manner, technical content is highlighted in textboxes for the interested reader. Network Psychometrics with R is ideal for instructors and students of undergraduate and graduate level courses and workshops in the field of network psychometrics as well as established researchers looking to master new methods. This book is accompanied by a companion website with resources for both students and lecturers.
Modern Psychometrics With R
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Author : Patrick Mair
language : en
Publisher: Springer
Release Date : 2018-09-20
Modern Psychometrics With R written by Patrick Mair and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-20 with Social Science categories.
This textbook describes the broadening methodology spectrum of psychological measurement in order to meet the statistical needs of a modern psychologist. The way statistics is used, and maybe even perceived, in psychology has drastically changed over the last few years; computationally as well as methodologically. R has taken the field of psychology by storm, to the point that it can now safely be considered the lingua franca for statistical data analysis in psychology. The goal of this book is to give the reader a starting point when analyzing data using a particular method, including advanced versions, and to hopefully motivate him or her to delve deeper into additional literature on the method. Beginning with one of the oldest psychometric model formulations, the true score model, Mair devotes the early chapters to exploring confirmatory factor analysis, modern test theory, and a sequence of multivariate exploratory method. Subsequent chapters present special techniques useful for modern psychological applications including correlation networks, sophisticated parametric clustering techniques, longitudinal measurements on a single participant, and functional magnetic resonance imaging (fMRI) data. In addition to using real-life data sets to demonstrate each method, the book also reports each method in three parts-- first describing when and why to apply it, then how to compute the method in R, and finally how to present, visualize, and interpret the results. Requiring a basic knowledge of statistical methods and R software, but written in a casual tone, this text is ideal for graduate students in psychology. Relevant courses include methods of scaling, latent variable modeling, psychometrics for graduate students in Psychology, and multivariate methods in the social sciences.
Machine Learning For Social And Behavioral Research
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Author : Ross Jacobucci
language : en
Publisher: Guilford Publications
Release Date : 2023-07-11
Machine Learning For Social And Behavioral Research written by Ross Jacobucci and has been published by Guilford Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-11 with Business & Economics categories.
"Over the past 20 years, there has been an incredible change in the size, structure, and types of data collected in the social and behavioral sciences. Thus, social and behavioral researchers have increasingly been asking the question: "What do I do with all of this data?" The goal of this book is to help answer that question. It is our viewpoint that in social and behavioral research, to answer the question "What do I do with all of this data?", one needs to know the latest advances in the algorithms and think deeply about the interplay of statistical algorithms, data, and theory. An important distinction between this book and most other books in the area of machine learning is our focus on theory"--
Advanced Neural Artificial Intelligence Theories And Applications
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Author : Anna Esposito
language : en
Publisher: Springer Nature
Release Date : 2025-06-24
Advanced Neural Artificial Intelligence Theories And Applications written by Anna Esposito and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-24 with Computers categories.
This book illustrates recent advances in Neural Artificial Intelligent Theories and Applications discussed by selected papers presented at 30th edition of the International Workshops on Neural Network (WIRN 2023). The book discusses novel technologies for unsupervised multimodal complex autonomous systems using new generation of AI algorithms. The book also reports on advanced acoustical, perceptual, and psychological analysis of verbal and non-verbal communication of signals originating in spontaneous face-to-face interaction, automatic procedures capable of recognizing human emotional states, and applications improving the performance of human–machine interaction for the deployment of socially and emotionally believable assistive technologies.
Coronavirus Disease Covid 19 The Mental Health Resilience And Communication Resources For The Short And Long Term Challenges Faced By Healthcare Workers
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Author : Andrew E. P. Mitchell
language : en
Publisher: Frontiers Media SA
Release Date : 2022-05-05
Coronavirus Disease Covid 19 The Mental Health Resilience And Communication Resources For The Short And Long Term Challenges Faced By Healthcare Workers written by Andrew E. P. Mitchell and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-05 with Science categories.
Computational Psychometrics New Methodologies For A New Generation Of Digital Learning And Assessment
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Author : Alina A. von Davier
language : en
Publisher: Springer Nature
Release Date : 2022-01-01
Computational Psychometrics New Methodologies For A New Generation Of Digital Learning And Assessment written by Alina A. von Davier and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-01 with Education categories.
This book defines and describes a new discipline, named “computational psychometrics,” from the perspective of new methodologies for handling complex data from digital learning and assessment. The editors and the contributing authors discuss how new technology drastically increases the possibilities for the design and administration of learning and assessment systems, and how doing so significantly increases the variety, velocity, and volume of the resulting data. Then they introduce methods and strategies to address the new challenges, ranging from evidence identification and data modeling to the assessment and prediction of learners’ performance in complex settings, as in collaborative tasks, game/simulation-based tasks, and multimodal learning and assessment tasks. Computational psychometrics has thus been defined as a blend of theory-based psychometrics and data-driven approaches from machine learning, artificial intelligence, and data science. All these together provide a better methodological framework for analysing complex data from digital learning and assessments. The term “computational” has been widely adopted by many other areas, as with computational statistics, computational linguistics, and computational economics. In those contexts, “computational” has a meaning similar to the one proposed in this book: a data-driven and algorithm-focused perspective on foundations and theoretical approaches established previously, now extended and, when necessary, reconceived. This interdisciplinarity is already a proven success in many disciplines, from personalized medicine that uses computational statistics to personalized learning that uses, well, computational psychometrics. We expect that this volume will be of interest not just within but beyond the psychometric community. In this volume, experts in psychometrics, machine learning, artificial intelligence, data science and natural language processing illustrate their work, showing how the interdisciplinary expertise of each researcher blends into a coherent methodological framework to deal with complex data from complex virtual interfaces. In the chapters focusing on methodologies, the authors use real data examples to demonstrate how to implement the new methods in practice. The corresponding programming codes in R and Python have been included as snippets in the book and are also available in fuller form in the GitHub code repository that accompanies the book.
The Challenge Of Palliative Psychology Across The Lifespan Between New Health Emergencies And Paradigm Shifts
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Author : Ines Testoni
language : en
Publisher: Frontiers Media SA
Release Date : 2022-11-17
The Challenge Of Palliative Psychology Across The Lifespan Between New Health Emergencies And Paradigm Shifts written by Ines Testoni and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-17 with Science categories.
Culture And Emotion In Educational Dynamics Volume Ii
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Author : Enrique H. Riquelme
language : en
Publisher: Frontiers Media SA
Release Date : 2025-03-07
Culture And Emotion In Educational Dynamics Volume Ii written by Enrique H. Riquelme and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-07 with Science categories.
This Research Topic is the second volume of Research Topic "Culture and Emotion in Educational Dynamics". Please, see the first volume here. Culture plays a significant role in regulating emotions and influencing the dissemination of education, particularly within diverse geographic locations. However, the impact of culture on emotional dynamics within educational settings is not well understood. This is particularly important within contexts of social and cultural diversity, where schools must navigate cultural and majority emotional dynamics. The aim of this research topic is to provide a comprehensive overview of the current state of the art in the field of emotional dynamics in education, with a particular focus on the ways in which culture mediates these dynamics. The topic will also explore the problems and solutions deployed within educational contexts of cultural diversity, with a specific emphasis on school/family and community interaction. This research topic seeks to integrate experiences and contributions from diverse regions of the world to provide a comprehensive understanding of the role of culture in regulating emotions in educational dynamics. The ultimate goal is to promote culturally responsive practices and policies that foster emotional well-being and academic success for all learners.
Advancing Theory Of Suicide And Non Suicidal Self Injury
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Author : Kathryn Jane Gardner
language : en
Publisher: Frontiers Media SA
Release Date : 2022-01-12
Advancing Theory Of Suicide And Non Suicidal Self Injury written by Kathryn Jane Gardner and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-01-12 with Science categories.