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Books > Social sciences > Sociology, social studies > Social research & statistics > General

Politics, Education, and Social Problems - Complicated Classroom Conversations (Hardcover, 1st ed. 2021): Jennifer Rich Politics, Education, and Social Problems - Complicated Classroom Conversations (Hardcover, 1st ed. 2021)
Jennifer Rich
R1,747 Discovery Miles 17 470 Ships in 18 - 22 working days

This book offers an innovative perspective on the intersection of politics, education, and social problems. It considers how we can create social change by talking about politics and social problems in more open, direct, and inclusive ways in educational spaces. Drawing on data from a range of settings, this book closely examines how and when complicated conversations take place in classrooms, schools, and communities. The book tackles a series of hot-button, timely issues, including race, religion, politics, and gender, and turns a critical eye to schools and the communities in which they are situated; the conversations adults have-and pointedly ignore-with one another; and, perhaps most critically, the politics that shape our society.

Researching Social Processes in the Laboratory (Hardcover): Carl J. Couch Researching Social Processes in the Laboratory (Hardcover)
Carl J. Couch
R3,345 Discovery Miles 33 450 Ships in 10 - 15 working days

Contemporary Studies in Sociology

Bayesian Evaluation of Informative Hypotheses (Hardcover, 2008 ed.): Herbert Hoijtink, Irene Klugkist, Paul Boelen Bayesian Evaluation of Informative Hypotheses (Hardcover, 2008 ed.)
Herbert Hoijtink, Irene Klugkist, Paul Boelen
R2,703 Discovery Miles 27 030 Ships in 18 - 22 working days

This book provides an overview of the developments in the area of Bayesian evaluation of informative hypotheses that took place since the publication of the ?rst paper on this topic in 2001 [Hoijtink, H. Con?rmatory latent class analysis, model selection using Bayes factors and (pseudo) likelihood ratio statistics. Multivariate Behavioral Research, 36, 563-588]. The current state of a?airs was presented and discussed by the authors of this book during a workshop in Utrecht in June 2007. Here we would like to thank all authors for their participation, ideas, and contributions. We would also like to thank Sophie van der Zee for her editorial e?orts during the construction of this book. Another word of thanks is due to John Kimmel of Springer for his con?dence in the editors and authors. Finally, we would like to thank the Netherlands Organization for Scienti?c Research (NWO) whose VICI grant (453-05-002) awarded to the ?rst author enabled the organization of the workshop, the writing of this book, and continuation of the research with respect to Bayesian evaluation of informative hypotheses.

How To Think Straight About Psychology - Pearson New International Edition (Paperback, 9th edition): Keith Stanovich How To Think Straight About Psychology - Pearson New International Edition (Paperback, 9th edition)
Keith Stanovich
R2,119 Discovery Miles 21 190 Ships in 10 - 15 working days

For introductory psychology courses at two year or four year institutions. Also for specialty classes throughout the discipline that focus on critical thinking, science vs. pseudoscience, and discrimating valid research in the field. Keith Stanovich's widely used and highly acclaimed book helps students become more discriminating consumers of psychological information, helping them recognize pseudoscience and be able to distinguish it from true psychological research. Stanovich helps instructors teach critical thinking skills within the rich context of psychology. It is the leading text of its kind. How to Think Straight About Psychology says about the discipline of psychology what many instructors would like to say but haven't found a way to. That is one reason adopters have called it "an instructor's dream text" and often comment "I wish I had written it. It tells my students just what I want them to hear about psychology".

Educational Research - Contemporary Issues and Practical Approaches (Hardcover, 2nd edition): Jerry Wellington Educational Research - Contemporary Issues and Practical Approaches (Hardcover, 2nd edition)
Jerry Wellington
R5,292 Discovery Miles 52 920 Ships in 10 - 15 working days

What is educational research? What are its current approaches, methods and methodologies? How should existing literature be reviewed and evaluated critically? What are the key philosophical debates in and on educational research? How should research in education be conducted and how should it be presented? And what is the value of such research?With this extensively revised edition of a much-admired and engaging guide, Jerry Wellington provides clear and constructive answers to these questions, complete with detailed advice on methods such as interviewing, surveys, documentary research and the use of focus groups. Thoroughly overhauled and updated, this edition includes new case studies, helpful 'key theories' and 'key theorist' boxes, and a range of activities or 'points to ponder' to foster engagement with current issues. Retaining the clarity and concision of the previous edition, and its approachable and practical style, Jerry Wellington provides an invaluable text for all those engaged in educational research.

Methodological Practices in Social Movement Research (Hardcover): Donatella della Porta Methodological Practices in Social Movement Research (Hardcover)
Donatella della Porta
R3,506 Discovery Miles 35 060 Ships in 10 - 15 working days

Social movement studies have grown enormously in the last few decades, spreading from sociology and political science to other fields of knowledge, as varied as geography, history, anthropology, psychology, economics, law and others. With the growing interest in the field, there has been also an increasing need for methodological guidance for empirical research. This volume addresses this need by introducing the main methods of data collection and data analysis as they have been used in past research on social movements. Unlike other volumes, the book offers a practical, how-to approach and not simply a review of the methodological literature. Each author writes on a method they are very familiar with, having used it extensively in their own work. And each chapter presents specific discussions on every stage of research: from research design to data collection and the use of the information gathered. Throughout, research dilemmas and choices are presented, illustrated, and discussed. The volume offers an essential point of references for anyone undertaking research on social movements.

Simply Rational - Decision Making in the Real World (Hardcover): Gerd Gigerenzer Simply Rational - Decision Making in the Real World (Hardcover)
Gerd Gigerenzer
R2,482 Discovery Miles 24 820 Ships in 10 - 15 working days

Statistical illiteracy can have an enormously negative impact on decision making. This volume of collected papers brings together applied and theoretical research on risks and decision making across the fields of medicine, psychology, and economics. Collectively, the essays demonstrate why the frame in which statistics are communicated is essential for broader understanding and sound decision making, and that understanding risks and uncertainty has wide-reaching implications for daily life. Gerd Gigerenzer provides a lucid review and catalog of concrete instances of heuristics, or rules of thumb, that people and animals rely on to make decisions under uncertainty, explaining why these are very often more rational than probability models. After a critical look at behavioral theories that do not model actual psychological processes, the book concludes with a call for a "heuristic revolution" that will enable us to understand the ecological rationality of both statistics and heuristics, and bring a dose of sanity to the study of rationality.

Sustainable Pipe Jacking Technology in the Urban Environment - Recent Advances and Innovations (Hardcover, 1st ed. 2022):... Sustainable Pipe Jacking Technology in the Urban Environment - Recent Advances and Innovations (Hardcover, 1st ed. 2022)
Dominic Ek Leong Ong, Marco Barla, Jason Wen-Chieh Cheng, Chung Siung Choo, Minmin Sun, …
R4,000 Discovery Miles 40 000 Ships in 10 - 15 working days

This book highlights recent advancements and innovations in trenchless technology via the adoption of combined micro-tunnelling and pipe-jacking techniques. This technique is more environmentally friendly, cost effective, less time-consuming and less disruptive compared to conventional open trench excavations for urban construction and urban infrastructure renewal projects. Pipe jacking is a non-destructive technique used in the installation of underground pipelines using a tunnel boring machine (TBM) and thrust forces derived from the hydraulic jack set-up in a deep jacking shaft. It is popular and commonly used worldwide for the installation of sewer and common services cable tunnels as well as for oil and gas pipelines.

Basic Principles of Structural Equation Modeling - An Introduction to LISREL and EQS (Hardcover, 1st ed. 1996. Corr. 2nd... Basic Principles of Structural Equation Modeling - An Introduction to LISREL and EQS (Hardcover, 1st ed. 1996. Corr. 2nd printing 1999)
Ralph O. Mueller
R1,546 Discovery Miles 15 460 Ships in 18 - 22 working days

During the last two decades, structural equation modeling (SEM) has emerged as a powerful multivariate data analysis tool in social science research settings, especially in the fields of sociology, psychology, and education. Although its roots can be traced back to the first half of this century, when Spearman (1904) developed factor analysis and Wright (1934) introduced path analysis, it was not until the 1970s that the works by Karl Joreskog and his associates (e. g., Joreskog, 1977; Joreskog and Van Thillo, 1973) began to make general SEM techniques accessible to the social and behavioral science research communities. Today, with the development and increasing avail ability of SEM computer programs, SEM has become a well-established and respected data analysis method, incorporating many of the traditional analysis techniques as special cases. State-of-the-art SEM software packages such as LISREL (Joreskog and Sorbom, 1993a, b) and EQS (Bentler, 1993; Bentler and Wu, 1993) handle a variety of ordinary least squares regression designs as well as complex structural equation models involving variables with arbitrary distributions. Unfortunately, many students and researchers hesitate to use SEM methods, perhaps due to the somewhat complex underlying statistical repre sentation and theory. In my opinion, social science students and researchers can benefit greatly from acquiring knowledge and skills in SEM since the methods-applied appropriately-can provide a bridge between the theo retical and empirical aspects of behavioral research."

Research in Education: Evidence-Based Inquiry - New International Edition (Paperback, 7th edition): James McMillan, Sally... Research in Education: Evidence-Based Inquiry - New International Edition (Paperback, 7th edition)
James McMillan, Sally Schumacher 4
R1,550 Discovery Miles 15 500 Ships in 4 - 6 working days

This substantially revised text provides a comprehensive, highly accessible, and student friendly introduction to the principles, concepts, and methods currently used in educational research. This text provides a balanced combination of quantitative and qualitative methods and enables students to master skills in reading, understanding, critiquing, and conducting research. Many examples and article excerpts are used throughout the text to demonstrate and highlight best practices in educational research. Evidence-based inquiry is emphasized in two ways: (1) Introductory chapters focus on the added importance of data driven decision-making, (2) Methodological chapters provide explicit guidelines for conducting empirical studies.

Sociological Research Methods in Context (Hardcover): F. Devine, S. Heath Sociological Research Methods in Context (Hardcover)
F. Devine, S. Heath
R4,952 Discovery Miles 49 520 Ships in 10 - 15 working days

This book seeks to introduce students to the challenges of 'real life' social research through a detailed consideration of eight recent empirical studies. Designed to complement existing introductory methods texts, it emphasises the importance of context in understanding and interpreting both the practice and 'product' of empirical research. The book focuses on research from eight key sub-areas of sociology, making it a useful secondary text for introductory courses on contemporary British society.

Economic Foundations for Social Complexity Science - Theory, Sentiments, and Empirical Laws (Hardcover, 1st ed. 2017): Yuji... Economic Foundations for Social Complexity Science - Theory, Sentiments, and Empirical Laws (Hardcover, 1st ed. 2017)
Yuji Aruka, Alan Kirman
R3,154 Discovery Miles 31 540 Ships in 18 - 22 working days

This book focuses on how important massive information is and how sensitive outcomes are to information. In this century humans now are coming up against the massive utilization of information in various contexts. The advent of super intelligence is drastically accelerating the evolution of the socio-economic system. Our traditional analytic approach must therefore be radically reformed in order to adapt to an information-sensitive framework, which means giving up myopic purification and the elimination of all considerations of massive information. In this book, authors who have shared and exchanged their ideas over the last 20 years, offer thorough examinations of the theoretical-ontological basis of complex economic interaction, econophysics, and agent-based modeling during the last several decades. This book thus provides the indispensable philosophical-scientific foundations for this new approach, and then moves on to empirical-epistemological studies concerning changes in sentiments and other movements in financial markets.

New Statistics for Design Researchers - A Bayesian Workflow in Tidy R (Hardcover, 1st ed. 2021): Martin Schmettow New Statistics for Design Researchers - A Bayesian Workflow in Tidy R (Hardcover, 1st ed. 2021)
Martin Schmettow
R2,052 Discovery Miles 20 520 Ships in 18 - 22 working days

Design Research uses scientific methods to evaluate designs and build design theories. This book starts with recognizable questions in Design Research, such as A/B testing, how users learn to operate a device and why computer-generated faces are eerie. Using a broad range of examples, efficient research designs are presented together with statistical models and many visualizations. With the tidy R approach, producing publication-ready statistical reports is straight-forward and even non-programmers can learn this in just one day. Hundreds of illustrations, tables, simulations and models are presented with full R code and data included. Using Bayesian linear models, multi-level models and generalized linear models, an extensive statistical framework is introduced, covering a huge variety of research situations and yet, building on only a handful of basic concepts. Unique solutions to recurring problems are presented, such as psychometric multi-level models, beta regression for rating scales and ExGaussian regression for response times. A "think-first" approach is promoted for model building, as much as the quantitative interpretation of results, stimulating readers to think about data generating processes, as well as rational decision making. New Statistics for Design Researchers: A Bayesian Workflow in Tidy R targets scientists, industrial researchers and students in a range of disciplines, such as Human Factors, Applied Psychology, Communication Science, Industrial Design, Computer Science and Social Robotics. Statistical concepts are introduced in a problem-oriented way and with minimal formalism. Included primers on R and Bayesian statistics provide entry point for all backgrounds. A dedicated chapter on model criticism and comparison is a valuable addition for the seasoned scientist.

The Black Socio-Cultural Cognitive Learning Style Handbook (Hardcover): Isaiah Sessoms The Black Socio-Cultural Cognitive Learning Style Handbook (Hardcover)
Isaiah Sessoms
R758 Discovery Miles 7 580 Ships in 18 - 22 working days
Oral History and Qualitative Methodologies - Educational Research for Social Justice (Paperback): Thalia M. Mulvihill, Raji... Oral History and Qualitative Methodologies - Educational Research for Social Justice (Paperback)
Thalia M. Mulvihill, Raji Swaminathan
R1,439 Discovery Miles 14 390 Ships in 9 - 17 working days

Showcases practical approaches to doing oral history work in qualitative educational research Considers how to best do both methodology and output of oral history research Written in the editors' typical accessible style with a range of contributing voices, making it particularly suitable for early career researchers

Research Methods - A Practical Guide for the Social Sciences (Paperback): Bob Matthews, Liz Ross Research Methods - A Practical Guide for the Social Sciences (Paperback)
Bob Matthews, Liz Ross
R1,485 R1,221 Discovery Miles 12 210 Save R264 (18%) Ships in 5 - 10 working days

Research Methods: A Practical Guide for the Social Sciences is an essential resource for the social researcher. It offers a comprehensive introduction for first time researchers right through to thorough and practical advice for those undertaking more advanced work. The book draws on real life experiences from a wide variety of disciplines to show how theory translates into practice, and offers a rigorous analysis of why researchers choose the methods they use. Think about it boxes throughout the text offer questions and ideas to help the researcher to focus on core issues and practical considerations, whilst your research summaries present questions, activities and checklists to help the researcher to develop their ideas. The book is supported by a fantastic companion website that contains learning materials, interactive exercises, videos, questionnaires, datasets and much more. The website can be found at: www.pearsoned.co.uk/matthews Written to reflect the breadth of the social sciences, Research Methods is essential for anyone conducting research in sociology, health policy, social work, criminology, social policy, cultural studies, political studies, public policy and related fields.

Measurement Across the Sciences - Developing a Shared Concept System for Measurement (Hardcover, 2nd ed. 2023): Luca Mari, Mark... Measurement Across the Sciences - Developing a Shared Concept System for Measurement (Hardcover, 2nd ed. 2023)
Luca Mari, Mark Wilson, Andrew Maul
R872 Discovery Miles 8 720 Ships in 10 - 15 working days

This open access book proposes a conceptual framework for understanding measurement across a broad range of scientific fields and areas of application, such as physics, engineering, education, and psychology. It addresses contemporary issues and controversies within measurement in light of the framework, including operationalism, definitional uncertainty, and the relations between measurement and computation, and describes how the framework, operating as a shared concept system, supports understanding measurement’s work in different domains, using examples in the physical and human sciences. This revised and expanded second edition features a new analysis of the analogies and the differences between the error/uncertainty-related approach adopted in physical measurement and the validity-related approach adopted in psychosocial measurement. In addition, it provides a better analysis and presentation of measurement scales, in particular about their relations with quantity units, and introduces the measurand identification/definition as a part of the "Hexagon Framework" along with new examples from the physical and psychosocial sciences. Researchers and academics across a wide range of disciplines including biological, physical, social, and behavioral scientists, as well as specialists in measurement and philosophy appreciate the work’s fresh and provocative approach to the field at a time when sound measurements of complex scientific systems are increasingly essential to solving critical global problems.

The Practitioner-Researcher - Developing Theory From Practice (Hardcover, 1st ed): P. Jarvis The Practitioner-Researcher - Developing Theory From Practice (Hardcover, 1st ed)
P. Jarvis
R1,078 Discovery Miles 10 780 Ships in 18 - 22 working days

"Jarvis does a real service by introducing a new vision of research into the current debates over the nature and mission of the academy."
--Continuing Higher Education Review

"Jarvis has managed to bridge the worlds of theory and professional practice in a way that will help each better understand the other."
--Jon Wergin, professor of educational studies, School of Education, Virginia Commonwealth University

Genuine understanding of any field can only be developed through practice in that field. Peter Jarvis, an internationally known authority in the field of professional adult and continuing education, shows how theories of practice evolve from the practice itself and are unique to each practitioner. Doing professional work gives practitioners many opportunities to question, test, and revise theories taught in graduate programs. Such practice-based research gives rise to personalized theories of practice and also raises new questions for personal exploration.

Using examples and vignettes drawn from professional fields and settings around the world, Jarvis provides valuable insights into the nature of professional practice, the ways professionals learn, and how education for practice can be enhanced at both the undergraduate and graduate levels. Jarvis examines why so many practitioners find their professional education inadequate preparation for actual practice, and he calls for a partnership between higher education and the professional workplace that will meet the challenges of the relationship between the two.

The Practitioner-Researcher is designed to help all practitioners for whom research is a tool in improving practice--from graduate students and their professors to employees in diverse industries or professional groups--and to facilitate an understanding of the relationship between practice and theory within the worlds of work and learning.

Research in Organizational Change and Development (Hardcover): Richard W. Woodman, William A. Pasmore Research in Organizational Change and Development (Hardcover)
Richard W. Woodman, William A. Pasmore
R3,240 Discovery Miles 32 400 Ships in 10 - 15 working days

This volume covers such topics as psychological ownership in organizations, employee perceptions of fairness when human resource systems change, a culture-based perspective of organization development implementation, and mapping the progress of change through organizational levels.

Sociomaterial-Design - Bounding Technologies in Practice (Hardcover, 2014 ed.): Pernille Bjorn, Carsten Osterlund Sociomaterial-Design - Bounding Technologies in Practice (Hardcover, 2014 ed.)
Pernille Bjorn, Carsten Osterlund
R1,408 Discovery Miles 14 080 Ships in 18 - 22 working days

Investigates theoretically and empirically what it means to design technological artefacts while embracing the large number of practices which practitioners engage with when handling technologies. The authors discusses the fields of design and sociomateriality through their shared interests towards the basic nature of work, collaboration, organization, technology, and human agency, striving to make the debates and concepts originating in each field accessible to each other, and thus moving sociomateriality closer to the practical concerns of design and providing a useful analytical toolbox to information system designers and field researchers alike. Sociomaterial-Design: Bounding Technologies in Practice takes on the challenge of redefining design practices through insights from the emerging debate on sociomateriality. It does so by bringing forward a comparative examination of two longitudinal ethnographic studies of the practices within two emergency departments - one in Canada and one in the United States of America. A particular focus is placed upon the use of current collaborative artefacts within the emergency departments and the transformation into digital artefacts through design.

Applied Research Methods in Urban and Regional Planning (Hardcover, 1st ed. 2022): Yanmei Li, Sumei Zhang Applied Research Methods in Urban and Regional Planning (Hardcover, 1st ed. 2022)
Yanmei Li, Sumei Zhang
R2,714 Discovery Miles 27 140 Ships in 10 - 15 working days

This book introduces the fundamentals of research methods and how they apply to the discipline of urban and regional planning. Written at a level appropriate for upper-level undergraduate and beginning master's level students, the text fills a gap in the literature for textbooks on urban planning. Additionally, the book can be used as a reference for planning practitioners and researchers when analyzing quantitative and qualitative data in urban and regional planning and related fields. The volume does not assume advanced knowledge of mathematical formulas. Rather, it begins with the essentials of research methods, such as the identification of the research problems in planning, the literature review, data collection and presentation, descriptive data analysis, and report of findings. Its discipline-specific topics include field research methods, qualitative data analysis, economic and demographic analysis, evaluation research, and methods in sub-disciplines such as land use planning, transportation planning, environmental planning, and housing analysis. Designed with instruction in mind, this book features downloadable materials, including learning outcomes, chapter highlights, chapter review questions, datasets, and certain Excel models. Students will be able to download review questions to enhance the learning process and datasets to practice methods.

Pathology Diagnosis and Social Research - New Applications and Explorations (Hardcover, 1st ed. 2021): Neal Harris Pathology Diagnosis and Social Research - New Applications and Explorations (Hardcover, 1st ed. 2021)
Neal Harris
R2,666 Discovery Miles 26 660 Ships in 18 - 22 working days

The diagnosis of social pathologies has long been a central concern for social researchers working within, and on the peripheries of, Critical Theory. As this volume will elaborate, the pathology diagnosing imagination enables a "thicker" form of social critique, fostering research that pushes beyond the parameters of liberal social and political thought. Faced with impending climatic catastrophe, the accelerating inequities of neoliberalism, the ascent of authoritarian movements globally, and one-dimensional computational modes of thought, a viable form of normative social critique is now more important than ever. The central aim of this volume is thus to champion the pathology diagnosing imagination as a vehicle for conducting such timely social criticism.

Statistical Principles and Techniques in Scientific and Social Research (Hardcover): Wojtek J. Krzanowski Statistical Principles and Techniques in Scientific and Social Research (Hardcover)
Wojtek J. Krzanowski
R4,109 Discovery Miles 41 090 Ships in 10 - 15 working days

This graduate-level text provides a survey of the logic and reasoning underpinning statistical analysis, as well as giving a broad-brush overview of the various statistical techniques that play a major roll in scientific and social investigations. Arranged in rough historical order, the text starts with the ideas of provability that underpin statistical methods and progresses through the developments of the nineteenth and twentieth centuries to modern concerns and solutions. Assuming only a basic level of Mathematics and with numerous examples and illustrations, this text presents a valuable resource not only to the experienced researcher but also to the student, by complementing courses in a wide range of substantive areas and enabling the reader to rise above the details in order to see the overall structure of the subject.

Matrix-Based Introduction to Multivariate Data Analysis (Hardcover, 2nd ed. 2020): Kohei Adachi Matrix-Based Introduction to Multivariate Data Analysis (Hardcover, 2nd ed. 2020)
Kohei Adachi
R4,015 Discovery Miles 40 150 Ships in 10 - 15 working days

This is the first textbook that allows readers who may be unfamiliar with matrices to understand a variety of multivariate analysis procedures in matrix forms. By explaining which models underlie particular procedures and what objective function is optimized to fit the model to the data, it enables readers to rapidly comprehend multivariate data analysis. Arranged so that readers can intuitively grasp the purposes for which multivariate analysis procedures are used, the book also offers clear explanations of those purposes, with numerical examples preceding the mathematical descriptions. Supporting the modern matrix formulations by highlighting singular value decomposition among theorems in matrix algebra, this book is useful for undergraduate students who have already learned introductory statistics, as well as for graduate students and researchers who are not familiar with matrix-intensive formulations of multivariate data analysis. The book begins by explaining fundamental matrix operations and the matrix expressions of elementary statistics. Then, it offers an introduction to popular multivariate procedures, with each chapter featuring increasing advanced levels of matrix algebra. Further the book includes in six chapters on advanced procedures, covering advanced matrix operations and recently proposed multivariate procedures, such as sparse estimation, together with a clear explication of the differences between principal components and factor analyses solutions. In a nutshell, this book allows readers to gain an understanding of the latest developments in multivariate data science.

Statistical Learning from a Regression Perspective (Hardcover, 3rd ed. 2020): Richard A. Berk Statistical Learning from a Regression Perspective (Hardcover, 3rd ed. 2020)
Richard A. Berk
R3,045 Discovery Miles 30 450 Ships in 10 - 15 working days

This textbook considers statistical learning applications when interest centers on the conditional distribution of a response variable, given a set of predictors, and in the absence of a credible model that can be specified before the data analysis begins. Consistent with modern data analytics, it emphasizes that a proper statistical learning data analysis depends in an integrated fashion on sound data collection, intelligent data management, appropriate statistical procedures, and an accessible interpretation of results. The unifying theme is that supervised learning properly can be seen as a form of regression analysis. Key concepts and procedures are illustrated with a large number of real applications and their associated code in R, with an eye toward practical implications. The growing integration of computer science and statistics is well represented including the occasional, but salient, tensions that result. Throughout, there are links to the big picture. The third edition considers significant advances in recent years, among which are: the development of overarching, conceptual frameworks for statistical learning; the impact of "big data" on statistical learning; the nature and consequences of post-model selection statistical inference; deep learning in various forms; the special challenges to statistical inference posed by statistical learning; the fundamental connections between data collection and data analysis; interdisciplinary ethical and political issues surrounding the application of algorithmic methods in a wide variety of fields, each linked to concerns about transparency, fairness, and accuracy. This edition features new sections on accuracy, transparency, and fairness, as well as a new chapter on deep learning. Precursors to deep learning get an expanded treatment. The connections between fitting and forecasting are considered in greater depth. Discussion of the estimation targets for algorithmic methods is revised and expanded throughout to reflect the latest research. Resampling procedures are emphasized. The material is written for upper undergraduate and graduate students in the social, psychological and life sciences and for researchers who want to apply statistical learning procedures to scientific and policy problems.

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