This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    Helen Sword interviewed one hundred academics worldwide about their writing background and practices. Relatively few were trained as writers, she found, and yet all have developed strategies to thrive in their publish-or-perish environment.So how do these successful academics write, and where do they find the "air and light and time and space," in the words of poet Charles Bukowski, to get their writing done? What are their formative experiences, their daily routines, their habits of mind? How do they summon up the courage to take intellectual risks and the resilience to deal with rejection?Sword identifies four cornerstones that anchor any successful writing practice: Behavioral habits of discipline and persistence; Artisanal habits of craftsmanship and care; Social habits of collegiality and collaboration; and Emotional habits of positivity and pleasure. Building on this "BASE," she illuminates the emotional complexity of the writing process and exposes the lack of writing support typically available to early-career academics. She also lays to rest the myth that academics must produce safe, conventional prose or risk professional failure. The successful writers profiled here tell stories of intellectual passions indulged, disciplinary conventions subverted, and risk-taking rewarded. Grounded in empirical research and focused on sustainable change, Air & Light & Time & Space offers a customizable blueprint for refreshing personal habits and creating a collegial environment where all writers can flourish.

    Readers familiar with the previous edition will find a text that retains all the features that make Rulebook ideally suited for use as a supplementary course book -- including its modest price and compact size. Unlike most textbooks on argumentative writing, Rulebook is organised around specific rules, illustrated and explained soundly and briefly. It is not a textbook, but a rulebook, whose goal is to help students get on with writing a paper or assessing an argument.

    Written as a comprehensive, facts-only approach for students and their instructors, this lucid text offers an abundance of examples to illustrate how to use children's literature in the classroom, providing a sound foundation for beginning survey courses at the undergraduate and graduate levels. The Sixth Edition of this best-selling book by well-known authors Carol Lynch-Brown and Carl Tomlinson has been heavily reorganized and includes three parts to allow flexibility and ease of use to professors and students--the organization is perfectly tailored to college courses. The chapters in Part One cover current trends and the introductory material students need in order to begin selecting, reading, and evaluating children's trade books. Part Two defines and describes specific genres of literature and discusses the types of books that fall within the categories. The chapters comprising Part Three present curriculum and teaching strategies.

    An experienced therapist offers groundbreaking and compassionate techniques for helping chronically inflexible children, who suffer from excessively immoderate tempers, showing how brain-based deficits contribute to these problems and offering positive and constructive ways to calm things down.

    A new capstone chapter on personality disorders synthesizes these domains/paradigms. The Fourth Edition adds a new chapter on cognition and the self, new coverage of the Big Five personality traits and of personality in a developmental context, and a new Student Website to enable effective study and review.

    This new and expanded third edition continues to offer students and readers the best one-volume introduction to the field.The bewildering variety of approaches, theorists and technical language is lucidly and expertly unraveled. Unlike many books which assume certain positions about the critics and the theories they represent, Peter Barry allows readers to develop their own ideas once first principles and concepts have been grasped.

    Meant for students and professionals, it includes explanations using case studies. The design methodology is divided into conceptual, logical, and physical.

    The book begins with relevant scientific fundamentals and progresses through an exploration of the solar system, stars, galaxies, and cosmology. The Astronomy textbook builds student understanding through the use of relevant analogies, clear and non-technical explanations, and rich illustrations. Mathematics is included in a flexible manner to meet the needs of individual instructors.

    It shows teachers how to create an environment in which technology can effectively enhance learning. It contains a technology integration framework that builds on research and the TIP model.

    Now a world-renowned expert gives us a substantially updated and augmented edition of her classic work: drawing on an additional fifteen years of cutting-edge research, offering new information on all aspects of dyslexia and reading problems, and providing the tools that parents, teachers, and all dyslexic individuals need. This new edition also offers:- New material on the challenges faced by dyslexic individuals across all ages - Rich information on ongoing advances in digital technology that have dramatically increased dyslexics' ability to help themselves - New chapters on diagnosing dyslexia, choosing schools and colleges for dyslexic students, the co-implications of anxiety, ADHD, and dyslexia, and dyslexia in post-menopausal women - Extensively updated information on helping both dyslexic children and adults become better readers, with a detailed home program to enhance reading - Evidence-based universal screening for dyslexia as early as kindergarten and first grade - why and how - New information on how to identify dyslexia in all age ranges - Exercises to help children strengthen the brain areas that control reading - Ways to raise a child's self-esteem and reveal her strengths - Stories of successful men, women, and young adults who are dyslexic

    This edition has been updated to account for recent developments in the field such as: The emergence of mixed methods approaches Increased use of internet research More frequent use of methods such as triangulation and focus groups Developments in research ethics Written for anyone undertaking a small-scale research project, either as part of an academic course or as part of their professional development, this book provides: A clear, straightforward introduction to data collection methods and data analysis Explanations of the key decisions researchers need to take, with practical advice on how to make appropriate decisions Essential checklists to guide good practice This book is perfect for the first-time researcher looking for guidance on the issues they should consider and traps they should avoid when embarking on a social research project.

    Combining psychological support with a project management approach that breaks tasks into small, manageable chunks, experienced dissertation coach Alison Miller shows you how to overcome negativity and succeed in completing your dissertation beyond your own expectations.

    Updated web links and expanded appendices provide cutting edge information on action research along with new case studies and examples.

    Bowker and Susan Leigh Star explore the role of categories and standards in shaping the modern world. In a clear and lively style, they investigate a variety of classification systems, including the International Classification of Diseases, the Nursing Interventions Classification, race classification under apartheid in South Africa, and the classification of viruses and of tuberculosis.The authors emphasize the role of invisibility in the process by which classification orders human interaction. They examine how categories are made and kept invisible, and how people can change this invisibility when necessary. They also explore systems of classification as part of the built information environment. Much as an urban historian would review highway permits and zoning decisions to tell a city's story, the authors review archives of classification design to understand how decisions have been made. Sorting Things Out has a moral agenda, for each standard and category valorizes some point of view and silences another. Standards and classifications produce advantage or suffering. Jobs are made and lost; some regions benefit at the expense of others. How these choices are made and how we think about that process are at the moral and political core of this work. The book is an important empirical source for understanding the building of information infrastructures.