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Regression & Linear Modeling: Best Practices and Modern Methods

by Jason W. Osborne

In a conversational tone, Regression & Linear Modeling provides conceptual, user-friendly coverage of the generalized linear model (GLM). Readers will become familiar with applications of ordinary least squares (OLS) regression, binary and multinomial logistic regression, ordinal regression, Poisson regression, and loglinear models. Author Jason W. Osborne returns to certain themes throughout the text, such as testing assumptions, examining data quality, and, where appropriate, nonlinear and non-additive effects modeled within different types of linear models.

Regression Analysis: A Practical Introduction

by Jeremy Arkes

This thoroughly practical and engaging textbook is designed to equip students with the skills needed to undertake sound regression analysis without requiring high-level math. Regression Analysis covers the concepts needed to design optimal regression models and to properly interpret regressions. It details the most common pitfalls, including three sources of bias not covered in other textbooks. Rather than focusing on equations and proofs, the book develops an understanding of these biases visually and with examples of situations in which such biases could arise. In addition, it describes how ‘holding other factors constant’ actually works and when it does not work. This second edition features a new chapter on integrity and ethics, and has been updated throughout to include more international examples. Each chapter offers examples, exercises, and clear summaries, all of which are designed to support student learning to help towards producing responsible research. This is the textbook the author wishes he had learned from, as it would have helped him avoid many research mistakes he made in his career. It is ideal for anyone learning quantitative methods in the social sciences, business, medicine, and data analytics. It will also appeal to researchers and academics looking to better understand regressions. Additional digital supplements are available at: www.youtube.com/channel/UCenm3BWqQyXA2JRKB_QXGyw.

Regression Basics: A Student’s Guide to Quantitative Methods and Statistical Analysis

by Leo H. Kahane

Using an accessible, nontechnical approach, the third edition of Regression Basics introduces readers to the fundamentals of statistical regression. Accessible to anyone with an introductory statistics background, the book draws on engaging examples using real-world data and software programs SPSS®, Stata®, and R to illustrate the key concepts of the least squares regression methodology.The book emphasizes the intuition of regression methodology and provides a hands-on approach, as well as helpful end-of-chapter summaries and questions to consolidate learning. This new edition has been substantially revised and enhanced, with features including the following: Fully updated to show procedures in R, SPSS®, and Stata® Color images and substantially revised visual presentation A suite of online resources including data sets, software instructions, and PowerPoint slides for instructors New and updated examples throughout Expanded material to help students overcome "math anxiety" Expanded material on multicollinearity, heteroskedasticity, and robust standard errors This well-paced book is ideal for advanced undergraduate and graduate students focusing on quantitative methods, research design, and statistical regression in the social and behavioral sciences, political science, and economics.

Regression Hypnotherapy: Transcripts Of Transformation

by Cheryl Canfield Randal Churchill

Presents theories on regression therapy and includes actual transcripts of sessions that demonstrate the remarkable potential of this form of therapy. Strategies include regressing to an initial sensitizing event, emotional clearing, uncovering misconceptions and re-education. Integrates a wealth of techniques such as hypnotic deepening; ideomotor methods; practical guidance in Gestalt strategies; and positive suggestions for inner healing. A clearly written guide to the complex therapeutic exploration of the subconscious mind. This book also recognizes the many valuable uses of regression for non-traumatic exploration for self-discovery, as well as presenting insights into the controversies of recovered memories.

Regression Modeling for Linguistic Data

by Morgan Sonderegger

The first comprehensive textbook on regression modeling for linguistic data offers an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis.In the first comprehensive textbook on regression modeling for linguistic data in a frequentist framework, Morgan Sonderegger provides graduate students and researchers with an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis. The book features extensive treatment of mixed-effects regression models, the most widely used statistical method for analyzing linguistic data. Sonderegger begins with preliminaries to regression modeling: assumptions, inferential statistics, hypothesis testing, power, and other errors. He then covers regression models for non-clustered data: linear regression, model selection and validation, logistic regression, and applied topics such as contrast coding and nonlinear effects. The last three chapters discuss regression models for clustered data: linear and logistic mixed-effects models as well as model predictions, convergence, and model selection. The book&’s focused scope and practical emphasis will equip readers to implement these methods and understand how they are used in current work.The only advanced discussion of modeling for linguistsUses R throughout, in practical examples using real datasetsExtensive treatment of mixed-effects regression modelsContains detailed, clear guidance on reporting modelsEqual emphasis on observational data and data from controlled experimentsSuitable for graduate students and researchers with computational interests across linguistics and cognitive science

Regression Periods in Human infancy

by Mikael Heimann

Regression periods play a central role in the psychological development of the human baby. Studies of infants have identified 10 periods of regression, or a return to a high frequency of mother-infant contact, within the first 20 months of life. These periods of emotional insecurity in the child signal forthcoming periods of developmental advance and the emergence of an array of new skills as a consequence of parent-infant conflict over body contact and the renegotiation of old privileges. Although the basic idea in this book is an old one, the authors believe that regression periods deserve further study and have identified four questions of central importance today: *Can the phenomenon of regression periods as found by Dutch researchers in 1992 be replicated in other countries and cultures? *What environmental conditions have an effect on these regression periods and how? *Are there physical conditions in infants that show a non-linear distribution over age similar to regression periods? *Have brain changes been detected since the review of Fischer & Rose (1994) at other ages than the six reported by them, and, if yes, how do these relate to the ages at which regression periods are found? Forming the core of this book, the replication studies performed in Sweden, Spain, and England provide support that regression periods are a rreliable phenomenon and should be dealt with accordingly whenever developmental processes in infancy are discussed.

Regression and Machine Learning for Education Sciences Using R

by Cody Dingsen

This book provides a conceptual introduction to regression analysis and machine learning and their applications in education research. It discusses their diverse applications, including its role in predicting future events based on the current data or explaining why some phenomena occur. These identified important predictors provide data-based evidence for educational and psychological decision-making.Offering an applications-oriented approach while mapping out fundamental methodological developments, this book lays a sound foundation for understanding essential regression and machine learning concepts for data analytics. The first part of the book discusses regression analysis and provides a sturdy foundation to understand the logic of machine learning. With each chapter, the discussion and development of each statistical concept and data analytical technique is presented from an applied perspective, with the statistical results providing insights into decisions and solutions to problems using R. Based on practical examples, and written in a concise and accessible style, the book is learner-centric and does a remarkable job in breaking down complex concepts.Regression and Machine Learning for Education Sciences Using R is primarily for students or practitioners in education and psychology, although individuals from other related disciplines can also find the book beneficial. The dataset and examples used in the book are from an educational setting, and students will find that this text provides a good preparation ground for studying more statistical and data analytical materials.

Regression-Based Normative Data for Psychological Assessment: A Hands-On Approach Using R

by Wim Van der Elst

Over the last 20 years, so-called regression-based normative methods have become increasingly popular. In this approach, regression models for the mean and the residual variance structure are used to derive the normative data. The regression-based normative approach has some important advantages over the traditional normative approach, e.g., it allows for deriving more fine-grained norms and typically requires a substantially smaller sample size to derive accurate norms. This book focuses on regression-based methods to derive normative data. The target audience are psychologists and other researchers in the behavioral sciences who are interested in deriving normative data for psychological tests (e.g., cognitive tests, questionnaires, rating scales, etc.). The book provides the essential theoretical background that is needed to understand the methodology, with a strong emphasis on the practical/real-life application of the methodology. To this end, the book is also accompanied by an open-source software package (the R library NormData) that is used to exemplify how normative data can be derived in several case studies.

Regressions in Mental Development: Basic Phenomena and Theories (Psychology Library Editions: Child Development #1)

by Thomas G. Bever

Science depends on noticing that things which seem identical are different, and conversely. In psychology, one cannot assume that apparently identical behaviours are due to identical mechanisms. The work reported in this book involves the problem of classifying the true nature of behaviour as it appears during child development. Originally published in 1982, the papers in this volume attempt to interpret, explain, or explain away developmental regressions in a variety of different areas. In spring 1975, a group of scholars interested in such problems met for several days to discuss their individual findings and the underlying theoretical issues. This volume reflects both the discussions at the original conference and succeeding years of thinking, reading and writing.

Regret: Developmental, Cultural, and Clinical Realms

by Suzanne Kaplan Tomas Bühm

This book is devoted to the developmental substrate of regret and of its vicissitudes over the life span. It deals with fiction, poetry, and movies pertaining to regret. The book elucidates the psychopathological dimension of ego restriction associated with regret.

Regrets of the Dying: Stories and Wisdom That Remind Us How to Live

by Georgina Scull

'A beautiful and moving reminder to appreciate life' Roxie Nafousi, author of Manifest'This book may on first glance appear to be about death and regrets, but is in reality about life and choices. It is warmly life-affirming ... A magnificent read that will inspire. I loved it' Sue Black 'So beautiful ... Perfectly written and judged ... A wonderful book that made me grasp life a little more firmly' Dr Chris van Tulleken A powerful, moving and hopeful book exploring what people regret most when they are dying and how this can help us lead a better life. If you were told you were going to die tomorrow, what would you regret?Ten years ago, without time to think or prepare, Georgina Scull ruptured internally. The doctors told her she could have died and, as Georgina recovered, she began to consider the life she had led and what she would have left behind.Paralysed by a fear of wasting what seemed like precious time but also fully ready to learn how to spend her second chance, Georgina set out to meet others who had faced their own mortality or had the end in sight.

Regrets of the Dying: Stories and Wisdom That Remind Us How to Live

by Georgina Scull

'A beautiful and moving reminder to appreciate life' Roxie Nafousi, author of Manifest'This book may on first glance appear to be about death and regrets, but is in reality about life and choices. It is warmly life-affirming ... A magnificent read that will inspire. I loved it' Sue Black 'So beautiful ... Perfectly written and judged ... A wonderful book that made me grasp life a little more firmly' Dr Chris van Tulleken A powerful, moving and hopeful book exploring what people regret most when they are dying and how this can help us lead a better life. If you were told you were going to die tomorrow, what would you regret?Ten years ago, without time to think or prepare, Georgina Scull ruptured internally. The doctors told her she could have died and, as Georgina recovered, she began to consider the life she had led and what she would have left behind.Paralysed by a fear of wasting what seemed like precious time but also fully ready to learn how to spend her second chance, Georgina set out to meet others who had faced their own mortality or had the end in sight.

Regulating Emotion the DBT Way: A Therapist's Guide to Opposite Action

by Christine Dunkley

Regulating Emotion the DBT Way is a practical guide to the DBT skill of ‘Opposite Action’, which helps clients develop the skill of up- or down-regulating their emotions when necessary. It is the skill that fosters emotional literacy in clients who have learned to fear or avoid painful feelings. Part A of the text introduces emotion theory, describes how to validate emotions, and explains how Linehan’s ‘Opposite Action’ skill is used to regulate problematic responses. There are examples and analogies that can be shared with clients, and clinical examples to demonstrate the key points. There is a description of how DBT therapists contextualise emotion using chain analysis. Part B dedicates a chapter to each of the basic emotions and describes its signature features. A session scenario is included allowing the reader to see how the therapist coaches the skill of opposite action, elicits behavioural rehearsal, and gives corrective feedback. There are some tips on handling common issues specific to that emotion, based on the author’s extensive experience. This book will be of interest to any therapist who wants to learn more about a behavioural approach to emotion such as psychologists, nurses, social workers, psychiatrists, counsellors, cognitive therapists, prison staff, and occupational therapists. It is an accessible explanation of emotion regulation for people who have already undertaken DBT training.

Regulation in Action: The Health Professions Council Fitness to Practise Hearing of Dr Malcolm Cross - Analysis, History, and Comment

by Janet Haney

This incisive study shows that "regulation", against which many have warned but which some psychotherapists still imagine to be a solution to all their ills, is actually already here. The author traces her way through this apparatus, and makes a compelling case for taking the HPC seriously as a machine that incarnates the very kind of unhealthy practice it pretends to set itself against.'- Professor Ian Parker, Manchester Metropolitan University'. If you want to know about the reality of state regulation, how it works in practice - as opposed to what people say about it - you should read this book. A shocking and unsettling account.'- Paul Gordon, author of The Hope of Therapy and former chair of the Philadelphia Association'. Do not let the simplicity of this lucid account of a difficult problem deceive you. 'This book investigates the claim that regulation by agencies of State is one of the prerequisites for improving professional practice. It displays how the underlying administrative interests of such bureaucracies are detrimental to the structure of professional communities.

Rehabilitating and Resettling Offenders in the Community

by Anthony H. Goodman

Rehabilitating and Resettling Offenders in the Community is a significant examination of the historical development of work with offenders and their treatment by the state and society. It offers unique perspectives and a wealth of information drawn from numerous interviews with probation staff. Highlights how the work of probation staff has changed over time and the reasons behind these changes Includes discourse with probation staff carried out over many years for a comprehensive, 'insiders' view of the situation Focuses on contemporary issues, including the changes brought in by the Conservative/Liberal Democrat coalition Written by a leading academic with extensive experience in the probation service

Rehabilitation Approach in Autism

by Manu Goyal Kanu Goyal

The book introduces a pioneering approach to the comprehensive care of individuals with autism spectrum disorder (ASD), emphasizing its multidisciplinary nature, evidence-based foundation, and innovative treatments. It addresses a critical gap in current literature by highlighting the collaborative roles of diverse healthcare professionals, such as pediatricians, physiotherapists, occupational therapists, speech therapists, and nurses, in the rehabilitation and treatment of ASD. The manual intervention strategies advocated by physiotherapists aim to enhance motor skills and cognitive processes through interactive and playful methods, fostering social integration and independence among patients. The book emphasizes evidence-based practices across disciplines, ensuring that all healthcare professionals receive essential, up-to-date knowledge pertinent to their roles in Autism Spectrum Disorder care. Moreover, it explores recent advancements in treatment approaches, providing readers with insights into innovative therapies and methodologies. This multidisciplinary approach consolidates fragmented knowledge into a single resource, equipping healthcare professionals with the necessary tools to deliver effective and holistic care to individuals with ASD. The targeted audience for the book includes pediatricians, physiotherapists, occupational therapists, speech therapists, and nurses.

Rehabilitation Counseling And Emerging Disabilities: Medical, Psychosocial, And Vocational Aspects Of Emerging Disabilities For Rehabilitation Counselors

by Phillip D. Rumrill Lynn C. Koch

Emerging disabilities are disabling conditions that are new to medical science, often medically debated, and lacking in known etiology; or those increasing in prevalence in recent years. This master's-level text is the first to eschew traditional disabilities to focus specifically on the unique characteristics and needs of individuals with disabilities such as multiple chemical sensitivity, fibromyalgia, and Lyme disease, or those currently increasing in prevalence (e. g. , diabetes, autism, PTSD), and explore their implications for rehabilitation counseling practice. The text is also unique in its examination of how disability causes, types, and patterns are changing in response to current medical, social, cultural, and environmental trends and addressing necessary changes to rehabilitation policies and practices to better serve consumers with emerging disabilities. The book explores important sociological and environmental phenomena such as global warming, pollution, poverty, violence, migration patterns, addiction, and substance abuse, and the changing age demographic of the United States that has altered the landscape of disability policy and rehabilitation services in the 21st century. Each chapter provides specific examples of disabling conditions and discusses their medical, psychosocial, and vocational significance. The authors examine implications for rehabilitation assessment, planning, and placement, and emphasize changes needed to rehabilitation policy and practice. The text is replete with practical evidence-based strategies for meeting the psychosocial and vocational needs of people with emerging disabilities. Chapters include case examples, learning objectives, and discussion questions.

Rehabilitation Counseling: Basics And Beyond

by Randall M. Parker Jeanne Boland Patterson

The purpose of this text is to provide both a basic foundation for students beginning their journey into the profession of rehabilitation counseling and a broad-based reference for current practitioners. The contents provide a conceptual overview of the profession, history, theory, research, and applied foundations of rehabilitation counseling.

Rehabilitation Issues, Problems, and Prospects in Boot Camp

by Brent Benda

Boot camps-what are their effects on criminal behavior?Public and political support for boot camps as alternative correctional facilities has rarely faltered since their inception decades ago, though their efficacy remains uncertain. Rehabilitation Issues, Problems, and Prospects in Boot Camp explores all facets of the controversial issue, from the attitudes and perceptions of the public, to the political motivations in maintaining them, on to the latest research on the camps and their graduates. Respected authorities discuss boot camps&’ effectiveness on diverse groups according to age, gender, race, and correctional facility. Cost factors between boot camps and other correctional institutions are compared, along with the latest criminal recidivism data. Boot camps provide inmates with an uncomfortable, paramilitary-style environment with an eye toward shorter incarceration time, lower costs, and more positive effects on criminal behavior. Does this correctional model work as anticipated? Rehabilitation Issues, Problems, and Prospects in Boot Camp gives you the facts, revealing the public and political arguments for and against boot camps as well as the research on the theoretical predictors of criminal recidivism and the differing attitudes of attendees toward the facilities according to gender and race. Critical policy issues are identified and discussed in-depth, with particular emphasis given to the positive and negative aspects of rehabilitation possibilities of boot camps. Helpful tables clearly illustrate statistics while extensive references provide opportunities for further insight.Rehabilitation Issues, Problems, and Prospects in Boot Camp explores questions such as: criminal recidivism-what are the theoretical predictors? what effect does gender have on criminal recidivism? what is the effect of this hypermasculine paramilitary prison environment have on males- and females? what are the differences between Native American and non-Native American perceptions of boot camp? is the perceived severity of boot camp different for gender? what is the process for policymaking in creating and maintaining boot camps? what role does politics play in the continuation of boot camps? what corrections to boot camp facilities should be made based upon evidence and research?Rehabilitation Issues, Problems, and Prospects in Boot Camp is a thorough examination of the social and political issues about boot camps that makes essential reading for educators, students, sociologists, criminologists, psychologists, counselors, and criminal justice professionals.

Rehabilitation in Diabetic Peripheral Neuropathy

by Manu Goyal Kanu Goyal

This book on Rehabilitation in Diabetes Peripheral Neuropathy offers an update on the recent advancement in assessment methods and comprehensive rehabilitation. The book comprises ten chapters with different titles, ranging from medical knowledge of Diabetes Peripheral Neuropathy and its improvement in the assessment methods to the importance and role of non-pharmacological interventions to improve the quality of life in such patients. The role of nutrition, orthotics, and the incite into diabetic foot will be the additional topics in the book. By reading this book, the reader will be confident in assessing and managing this chronic complication of diabetes mellitus in a more informative and elaborative manner and will contribute towards preventing the development of the diabetic foot, followed by ulcers in later stages and amputation. This book will enhance the clinical practice of practitioners in dealing with DPN.

Rehabilitation in Practice: Ethnographic Perspectives

by Paul M. W. Hackett Christopher M. Hayre Dave J. Muller

This book focuses on developing the use of ethnographic research for rehabilitation practitioners by recognizing its value methodologically and empirically in the field of rehabilitation. The very nature of ethnographic research offers an array of opportunities for researchers to understand the social world around them. The book identifies the multifaceted use of ethnographic methods in the rehabilitation setting. It touches on how acute and chronic conditions can affect the nature of ethnographic work in attempts to offer originality in a range of rehabilitation settings. Readers will find this collection of examples useful for informing their own research, and it aims to enlighten new discussion and arguments regarding both methodological and empirical use of ethnographic work internationally.

Rehabilitation of Neuropsychological Disorders: A Practical Guide for Rehabilitation Professionals

by Brick Johnstone Henry H. Stonnington

Many contemporary neuropsychology texts focus on neuropathology, the description of specific tests, and the differential diagnosis of central nervous system disorders. However, increasingly sophisticated neuroradiological techniques, managed care factors, and the growth of rehabilitation necessitates that rehabilitation professionals provide more functionally (versus diagnostically) useful evaluations to improve the neuropsychological functioning and community integration of persons with brain injuries or diseases. This book aims to fill this gap and to provide an overview of standard neuropsychological treatment strategies for specific cognitive impairments that are identified on testing. The new edition enhances this goal with three chapters outlining important recommendations, services, and issues for rehabilitation professionals. Written by a team of experienced scientists and professionals, the volume provides a universal taxonomy of neuropsychological abilities (emphasizing relatively simple terms), with a list of basic rehabilitation strategies to improve impairments identified in general cognitive domains. Specific chapters are included on the neuropsychological remediation of memory, attention, language, visual-spatial skills, and executive function impairments. Each chapter proposes a taxonomy of relatively unitary cognitive constructs (e.g., divided attention, sustained attention, focused attention), lists tests which may be used to assess each cognitive construct, and provides specific rehabilitation strategies to improve or accommodate the identified neuropsychological impairments. The final chapters cover basic resources and issues of which the rehabilitation professional needs to be aware (vocational rehabilitation, disability determination, and guardianship issues). This new edition provides a wealth of useful information for family members, rehabilitation professionals, and others who work with persons with brain injury in improving the community functioning for those with brain dysfunction. An accompanying website facilitates access to the resources and strategies from the book, allowing the practitioner to cut and paste these recommendations into their clinical reports.

Rehabilitation of Visual Disorders After Brain Injury: 2nd Edition (Neuropsychological Rehabilitation: A Modular Handbook Ser.)

by Josef Zihl

Despite a long research tradition in visual neuroscience, the rehabilitation of cerebral visual deficits has, until recently, been neglected. This book is the first to report systematic observations on spontaneous recovery of cerebral visual deficits after acquired brain injury, and the outcome of treating these deficits. The whole range of human visual functions and capacities is covered: visual field, visual acuity and contrast sensitivity, visual adaptation, colour vision, visual space perception, and visual cognition. Additionally, there is a special section devoted to patients with central scotoma. All treatment procedures described are empirically founded.

Rehabilitation of Visual Disorders After Brain Injury: 2nd Edition (Neuropsychological Rehabilitation: A Modular Handbook)

by Josef Zihl

This thoroughly updated and extended edition covers the various cerebral visual disorders acquired after brain injury, as well as the rehabilitation techniques used to treat them. These are described within a brain plasticity framework, using data from single and group case studies along with follow up observation data. This original, tailor-made approach also includes the recording of eye movements for assessing scanning performance in scene perception and reading. The book gives a brief synopsis of the historical background on the subject, alongside an outline of intervention designs and methodological difficulties in the field, and goes on to discuss the mechanisms and processes that provide the foundations for recovery of function and successful adaptation in visually impaired patients. The author concludes by analyzing the importance of the procedures and outcomes of treatments to the reduction of patients’ visual handicaps. The new edition also contains an appendix with recommendations on the case histories, diagnostics and treatments. It is ideal reading for students in clinical neuropsychology, as well as professionals in the fields of neurology, visual neuroscience and rehabilitation experts.

Rehabilitation, Deradicalization, and Reintegration of Militants: A Case Study from Swat Valley

by Ilam Khan

This ethnographic study focuses on post-conflict rehabilitation in Pakistan's Swat valley, addressing deradicalization, rehabilitation and reintegration in the context of militancy and counter-militancy. It provides a theoretical framework for rehabilitation, emphasizing disarmament, demobilization, and reintegration (DDR) and introduces the concepts of controlled environment, controlled society, and controlled rehabilitation within Swat's unique context. The book categorizes the drivers of militancy, revealing distinctions from conventional perspectives. It also assesses the challenges of reintegrating ex-combatants and explores the compatibility of restorative justice (RJ) with Pashtunwali, the traditional Pashtun legal system. The book is useful for researchers focusing Pashtun region, post-conflict interventionists, and peace and conflict scholars, this book offers valuable insights into the intricacies of this critical region's rehabilitation and counter-militancy efforts.

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