The Elements of Statistical Learning: Data Mining, Inference, and Prediction


Trevor Hastie - 2001
    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.

Literary Criticism: An Introduction to Theory and Practice


Charles E. Bressler - 1993
    New features include: a new chapter on queer theory; every chapter has been revised with new introductions with appropriate new critical vocabulary, critical terms, further readings sections, and web sites; new student essays; structuralism and deconstruction have been combined into one section to make the material clearer and more streamlined; and the addition of Plotinus, Giovanni Boccaccio, Joseph Addison, Percy Pysshe Shelley, and Mikhail Bakhtin.

Modern Operating Systems


Andrew S. Tanenbaum - 1992
    What makes an operating system modern? According to author Andrew Tanenbaum, it is the awareness of high-demand computer applications--primarily in the areas of multimedia, parallel and distributed computing, and security. The development of faster and more advanced hardware has driven progress in software, including enhancements to the operating system. It is one thing to run an old operating system on current hardware, and another to effectively leverage current hardware to best serve modern software applications. If you don't believe it, install Windows 3.0 on a modern PC and try surfing the Internet or burning a CD. Readers familiar with Tanenbaum's previous text, Operating Systems, know the author is a great proponent of simple design and hands-on experimentation. His earlier book came bundled with the source code for an operating system called Minux, a simple variant of Unix and the platform used by Linus Torvalds to develop Linux. Although this book does not come with any source code, he illustrates many of his points with code fragments (C, usually with Unix system calls). The first half of Modern Operating Systems focuses on traditional operating systems concepts: processes, deadlocks, memory management, I/O, and file systems. There is nothing groundbreaking in these early chapters, but all topics are well covered, each including sections on current research and a set of student problems. It is enlightening to read Tanenbaum's explanations of the design decisions made by past operating systems gurus, including his view that additional research on the problem of deadlocks is impractical except for "keeping otherwise unemployed graph theorists off the streets." It is the second half of the book that differentiates itself from older operating systems texts. Here, each chapter describes an element of what constitutes a modern operating system--awareness of multimedia applications, multiple processors, computer networks, and a high level of security. The chapter on multimedia functionality focuses on such features as handling massive files and providing video-on-demand. Included in the discussion on multiprocessor platforms are clustered computers and distributed computing. Finally, the importance of security is discussed--a lively enumeration of the scores of ways operating systems can be vulnerable to attack, from password security to computer viruses and Internet worms. Included at the end of the book are case studies of two popular operating systems: Unix/Linux and Windows 2000. There is a bias toward the Unix/Linux approach, not surprising given the author's experience and academic bent, but this bias does not detract from Tanenbaum's analysis. Both operating systems are dissected, describing how each implements processes, file systems, memory management, and other operating system fundamentals. Tanenbaum's mantra is simple, accessible operating system design. Given that modern operating systems have extensive features, he is forced to reconcile physical size with simplicity. Toward this end, he makes frequent references to the Frederick Brooks classic The Mythical Man-Month for wisdom on managing large, complex software development projects. He finds both Windows 2000 and Unix/Linux guilty of being too complicated--with a particular skewering of Windows 2000 and its "mammoth Win32 API." A primary culprit is the attempt to make operating systems more "user-friendly," which Tanenbaum views as an excuse for bloated code. The solution is to have smart people, the smallest possible team, and well-defined interactions between various operating systems components. Future operating system design will benefit if the advice in this book is taken to heart. --Pete Ostenson

Educational Psychology: Theory and Practice


Robert E. Slavin - 1986
    Slavin touches on various approaches and types of teaching and the consistent message of intentional teaching is evident.” Joshua S. Smith, University at AlbanyThis edition continues to have in-depth, practical coverage with a focus on the intentional teacher. It presents up-to-the-minute research that a reflective, intentional teacher can apply. The eighth edition of this popular text from renowned educational psychologist Robert Slavin translates theory into practices that teachers can use in their classrooms and focuses on the concept of intentionality. An “intentional teacher,” according to Slavin, is one who constantly reflects on his or her practice and makes instructional decisions based on a clear conception of how these practices affect students. To help readers become “intentional teachers,” the author models best practices through classroom examples and offers questions to guide the reader. New to This Edition: NEW “Teaching Dilemmas” in all chapters introduce controversial issues of practice and ask students to reflect on their own beliefs with Reflective Questions. NEW “Certification Pointers” throughout the text note text content likely to appear on state certification tests. NEW “Personal Reflections” describe chapter-related events from the author’s own experience, helping students relate to the text as the product of a real author’s work. Updated throughout with important new coverage on programs for English language learners (Chapter 4), technology and No Child Left Behind (Chapter 9) to keep students abreast of current trends and issues. NEW IDEA updates are included in Chapter 12. NEW certification guides for state-specific tests in California, Texas, New York, and Florida as well as a general certification guide based on Praxis are available free with the text so that students can readily keep and use this text to prepare for their state certification tests. Please visit the companion web site for this book at www.ablongman.com/slavin8e to find practice quizzes, web links, activities and more! Package this text with MyLabSchool–a powerful set of online tools that bring the classroom to life! See the inside cover and visit www.mylabschool.com for more information!

Living in the Environment: Principles, Connections, and Solutions [with CD-ROM and InfoTrac]


G. Tyler Miller Jr. - 1975
    It has the most balanced approach to environmental science instruction, with bias-free comparative diagrams throughout and a focus on prevention of and solutions to environmental problems. Tyler Miller is the most successful author in academic writing on environmental science because of his attention to currency, trend setting presentation of content, ability to predict student and instructor needs for new and different supplements, and his ability to retain the hallmarks on which instructors have come to depend. The content in the 14th edition of LIVING IN THE ENVIRONMENT is everything you have come to expect and more. In this edition, the author has added the "How Would You Vote?" feature, which is an application of environmental science-related topics in the news. Students apply their environmental science knowledge from the book to a Web activity, which helps them investigate environmental science issues in a structured manner. They then cast their votes on the Web. Results are then tallied. Also found at the Miller website is the much used "Updates on Line." Updated twice a year with articles from InfoTrac College Edition service, CNN® Today Video Clips, and Web links, instructors can seamlessly incorporate the most current news articles and research findings to support text presentations. This is a time saver for instructors and part-time teachers who can quickly determine what ancillary materials they want to utilize in just minutes. As with the last edition, this text is packaged with a free Student CD-ROM entitled "Interactive Concepts in Environmental Science." Organized by chapter, the CD gives students links to relevant resources, narrated animations, interactive figures, and prompts to review material and test themselves.

Sociology


John J. Macionis - 1987
    A widely acclaimed writing style, vivid illustration program, and extensive highlight features--applied chapter-opening vignettes, full-color Global and National Maps, thought-provoking theme boxes, applications and exercises--capture reader's imaginations and help them see clearly how sociological concepts and issues affect not only life in general, but their individual lives as well. An accompanying CD-ROM features a library of video selections illustration major concepts and theories, animated Global and National Maps, author's tips, chapter slide shows, etc. A companion Website is also available.The Sociological Perspective. Sociological Investigation. Culture. Society. Socialization. Social Interaction in Everyday Life. Groups and Organizations. Deviance. Sexuality. Social Stratification. Social Class in the United States. Global Stratification. Gender Stratification. Race and Ethnicity. Aging and the Elderly. The Economy and Work. Politics and Government. Family. Religion. Education. Health and Medicine. Population, Urbanization, and Environment. Collective Behavior and Social Movements. Social Change: Traditional, Modern, and Postmodern Societies.For anyone interested in a cutting-edge introduction to sociology and social diversity from a global perspective.

Gender: Ideas, Interactions, Institutions


Lisa Wade - 2014
    Probing questions, the same ones that students often bring to the course, frame readable chapters that are packed with the most up-to-date scholarship available—in language students will understand. The authors use memorable examples mined from pop culture, history, psychology, biology, and everyday life to truly engage students in the study of gender and spark interest in sociological perspectives.

Calculus With Analytic Geometry


Ron Larson - 1979
    This was the first calculus text to use computer-generated graphics, to include exercises involving the use of computers and graphing calculators, to be available in an interactive CD-ROM format, to be offered as a complete, online calculus course, and to offer a two-semester Calculus I with Precalculus text. Every edition of the series has made the mastery of traditional calculus skills a priority, while embracing the best features of new technology and, when appropriate, calculus reform ideas. Now, the Eighth Edition is the first calculus program to offer algorithmic homework and testing created in Maple so that answers can be evaluated with complete mathematical accuracy.Two primary objectives guided the authors in writing this book: to develop precise, readable materials for students that clearly define and demonstrate concepts and rules of calculus and to design comprehensive teaching resources for instructors that employ proven pedagogical techniques and saves the instructor time. The Eighth Edition continues to provide an evolving range of conceptual, technological, and creative tools that enable instructors to teach the way they want to teach and students to learn they way they learn best. The explanations, theorems, and definitions have been thoroughly and critically reviewed. Additionally, the exercise sets have been carefully and extensively examined to ensure they cover all calculus topics appropriately. Questions involving skills, writing, critical thinking, problem-solving, applications, and real-data applications are included throughout the text. Exercises are presented in a variety of question formats, including matching, free response, true/false, modeling, and fill-in the blank. The Eduspace online resources have been integrated into a comprehensive learning system that combines numerous dynamic calculus resources with online homework and testing materials. Eduspace with eSolutions combines all the features of Eduspace with an electronic version of the textbook exercises and the complete solutions to the odd-numbered text exercises, providing students with a convenient and comprehensive way to do homework and view the course materials. The Integrated Learning System addresses the changing needs of today's instructors and students. Recognizing that the calculus course is presented in a variety of teaching and learning environments, the program resources are available in print, CD-ROM, and online formats. SMARTHINKING online tutoring brings students real-time, online tutorial support when they need it most.

Classical Mechanics


John R. Taylor - 2003
    John Taylor has brought to his new book, Classical Mechanics, all of the clarity and insight that made his introduction to Error Analysis a best-selling text.

Infants and Children: Prenatal Through Middle Childhood


Laura E. Berk - 1993
    Students are provided with an exceptionally clear and coherent understanding of child development, emphasizing the interrelatedness of all domains physical, cognitive, emotional, and social throughout the text narrative and in special features. Focusing on education and social policy as critical pieces of the dynamic system in which the child develops, Berk pays meticulous attention to the most recent scholarship in the field. Berk helps students connect their learning to their personal and professional areas of interest and their future pursuits as parents, educators, heath care providers, counselors, social workers, and researchers."

Genetics: From Genes to Genomes


Leland H. Hartwell - 1999
    Written by an author team, including a Noble Prize winner, this text presents the integration of Mendelian and molecular principles, providing students with the links between early genetics understanding and the molecular discoveries that have changed the way the field of genetics is viewed.

The Norton Anthology of English Literature, Vol. E: The Victorian Age


M.H. AbramsJahan Ramazani - 1999
    Under the direction of Stephen Greenblatt, General Editor, the editors have reconsidered all aspects of the anthology to make it an even better teaching tool.

The Elements of Style


William Strunk Jr. - 1918
    Throughout, the emphasis is on promoting a plain English style. This little book can help you communicate more effectively by showing you how to enliven your sentences.

Unit Operations of Chemical Engineering


Warren L. McCabe - 1968
    Separate chapters are devoted to each of the principle unit operations, grouped into four sections: fluid mechanics, heat transfer, mass transfer and equilibrium stages, and operations involving particulate solids.

Linear Algebra and Its Applications [with CD-ROM]


David C. Lay - 1993