With it has come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It should be a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting—the first comprehensive treatment of this topic in any book. Trevor Hastie, Robert Tibshirani, and Jerome Friedman are professors of statistics at Stanford University. They are prominent researchers in this area: Hastie and Tibshirani developed generalized additive models and wrote a popular book of that title. Hastie wrote much of the statistical modeling software in S-PLUS and invented principal curves and surfaces. Tibshirani proposed the Lasso and is co-author of the very successful An Introduction to the Bootstrap. Friedman is the co-inventor of many data-mining tools including CART, MARS, and projection pursuit.

    Written in uncommonly engaging, lucid, and elegant prose, this text is an understand-it-yourself, do-it-yourself manual designed to help research students in any discipline understand the fundamental structure of quality research and the methodical process that leads to genuinely significant results. It guides the reader, step-by-step, from the selection of a problem to study, through the process of conducting authentic research, to the preparation of a completed report, with practical suggestions based on a solid theoretical framework and sound pedagogy. Suited for the core text in any introductory research course or even for self-instruction, this text will show students two things: 1) that quality research demands planning and design; and, 2) how their own research projects can be executed effectively and professionally.

    A six-step model offers invaluable assistance for selecting a topic, searching the literature, developing arguments, surveying the literature, critiquing the literature, and writing the literature review.

    For over thirty years, instructors and students have relied on it to examine drugs and behavior from the behavioral, pharmacological, historical, social, legal, and clinical perspectives.

    S. Ramachandran is at the forefront of his field-so much so that Richard Dawkins dubbed him the "Marco Polo of neuroscience." Now, in a major new work, Ramachandran sets his sights on the mystery of human uniqueness. Taking us to the frontiers of neurology, he reveals what baffling and extreme case studies can teach us about normal brain function and how it evolved. Synesthesia becomes a window into the brain mechanisms that make some of us more creative than others. And autism--for which Ramachandran opens a new direction for treatment--gives us a glimpse of the aspect of being human that we understand least: self-awareness. Ramachandran tackles the most exciting and controversial topics in neurology with a storyteller's eye for compelling case studies and a researcher's flair for new approaches to age-old questions. Tracing the strange links between neurology and behavior, this book unveils a wealth of clues into the deepest mysteries of the human brain.

    Using the comprehensive ABC model of crisis intervention, this counseling text keeps you up-to-date on the latest information regarding crises. Case examples and scripts that show "what to actually say" provide you with actual examples of dialogue with the client illustrating the ABC model. Tables that outline key points such as history of crisis intervention, contributions, suicide assessment, and death and dying issues provide you with a framework in which to assess the client.

    By extracting the fundamental concepts from this enormous and ever-growing field, the authors tell the story of cell biology, and create a coherent framework through which non-expert readers may approach the subject. Written in clear and concise language, and beautifully illustrated, the book is enjoyable to read, and it provides a clear sense of the excitement of modern biology. Molecular Biology of the Cell sets forth the current understanding of cell biology (completely updated as of Autumn 2001), and it explores the intriguing implications and possibilities of the great deal that remains unknown. The hallmark features of previous editions continue in the Fourth Edition. The book is designed with a clean and open, single-column layout. The art program maintains a completely consistent format and style, and includes over 1,600 photographs, electron micrographs, and original drawings by the authors. Clear and concise concept headings introduce each section. Every chapter contains extensive references. Most important, every chapter has been subjected to a rigorous, collaborative revision process where, in addition to incorporating comments from expert reviewers, each co-author reads and reviews the other authors' prose. The result is a truly integrated work with a single authorial voice. Features : - Places the latest hot topics sensibly in context - including genomics, protein structure, array technology, stem cells and genetics diseases. - Incorporates and emphasises new genomic data. - All of molecular biology is brought together into one section (chapters 4-7) covering classically defined molecular biology and molecular genetics. - Two chapters deal exclusively with methods and contain information on the latest tools and techniques. - New chapters on "Pathogens, Infection, and Innate Immunity". - Cell Biology Interactive CD-ROM is packaged with every copy of the book. - Contains over 1,600 illustrations, electron micrographs and photographs, of which over 1,000 are originally conceived by the authors.

    The book's strong reader orientation makes the law accessible, interesting, and relevant, and the cases, content, and features of the Twelfth Edition have been thoroughly updated to represent the latest developments in business law. An excellent assortment of included cases ranges from precedent-setting landmarks to important recent decisions, and ethical, global, and corporate themes are integrated throughout. In addition, numerous features and exercises help you master key concepts and apply what you've learned to real-world issues, and the book offers an unmatched range of support resources--including innovative online review tools.

    Now the authors of the bestselling Baby Minds and Baby Signs translate the latest research on the rich inner life of babies into practical, fun activities that will foster your child’s emotional skills during the most critical period–between birth and age three. This comprehensive guide will help you help your child express emotions effectively, develop empathy, form healthy friendships, and cope with specific challenges. Learn how to:•Talk with your child about emotions in order to help him recognize and control his own•Use face-to-face interaction, tone of voice, song, and touch to make your infant feel safe and secure•Start a gratitude journal to help your child appreciate the good things in life•Nurture self-esteem with “try, try again” activities and simple chores•Create a “What are they feeling” deck of cards to help your child understand and practice emotions •Use games and songs to help your child practice self-control•Overcome temper tantrums, aggression, shyness, separation anxiety, and other challengesWhether your child is as easy to raise as a sunflower, as difficult as the prickly holly bush, requires the patience of the delicate orchid, or is as active as the exuberant dandelion, Baby Hearts helps you provide the emotional support that may be the most important gift a parent can give.

    This book includes a companion CD-ROM that adds a visual emphasis with animations.

    Its world-class authors provide guidance on all aspects of Bayesian data analysis and include examples of real statistical analyses, based on their own research, that demonstrate how to solve complicated problems. Changes in the new edition include:Stronger focus on MCMC Revision of the computational advice in Part III New chapters on nonlinear models and decision analysis Several additional applied examples from the authors' recent research Additional chapters on current models for Bayesian data analysis such as nonlinear models, generalized linear mixed models, and more Reorganization of chapters 6 and 7 on model checking and data collectionBayesian computation is currently at a stage where there are many reasonable ways to compute any given posterior distribution. However, the best approach is not always clear ahead of time. Reflecting this, the new edition offers a more pluralistic presentation, giving advice on performing computations from many perspectives while making clear the importance of being aware that there are different ways to implement any given iterative simulation computation. The new approach, additional examples, and updated information make Bayesian Data Analysis an excellent introductory text and a reference that working scientists will use throughout their professional life.

    By following these suggestions, which are organized around four strands - meaning-focused input, meaning-focused output, language-focused learning, and fluency development - teachers will be able to design and present a balanced program for their students.Teaching ESL/EFL Reading and Writing, and its companion text, Teaching ESL/EFL Listening and Speaking, are similar in format and the kinds of topics covered, but do not need to be used together. Drawing on research and theory in applied linguistics, their focus is strongly hands-on, featuringeasily applied principles,a large number of useful teaching techniques, andguidelines for testing and monitoring,All Certificate, Diploma, Masters and Doctoral courses for teachers of English as a second or foreign language include a teaching methods component. The texts are designed for and have been field tested in such programs.

    

    Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    The rest of the book focuses on solutions, based around four rules. Rule number one is keeping it positive: punishments can change behavior, but only positive approaches can improve attitude. Rule number two is keeping it calm: it's difficult thinking clearly enough to solve problems logically if you are feeling overwhelmed. Rule number three is keeping it organized: this rule relates particularly to the child's school life. Rule number four is to keep doing rules one to three. Finally, Dr. Kutscher discusses the role of medication for treating ADHD. The concluding chapter summarizes the information covered and can also be read as a complete, freestanding text. Useful checklists and further reading recommendations are also included.Realistic and optimistic, this book is the ideal source of information and advice for parents and professionals who are trying to keep up with children who are living without brakes.