During the past decade there has been an explosion in computation and information technology. With it have 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 is 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. This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression & path algorithms for the lasso, non-negative matrix factorization, and spectral clustering. There is also a chapter on methods for ``wide'' data (p bigger than n), including multiple testing and false discovery rates.

The fourth edition of this best-selling text continues to offer immensely practical advice and technical expertise to aid researchers in making sense of their collected data.

The Third Edition presents an approach to qualitative research design that both captures what researchers really do and provides step-by-step support and guidance for those embarking for the first time on designing a qualitative study.

When first published in 1959, this book revolutionized contemporary thinking about science and knowledge. It remains one of the most widely read books about science to come out of the 20th century.

"Universal Methods of Design is an immensely useful survey of research and design methods used by today's top practitioners, and will serve as a crucial reference for any designer grappling with really big problems. This book has a place on every designer's bookshelf, including yours!" —David Sherwin, Principal Designer at frog and author of Creative Workshop: 80 Challenges to Sharpen Your Design Skills "Universal Methods of Design is a landmark method book for the field of design. This tidy text compiles and summarizes 100 of the most widely applicable and effective methods of design—research, analysis, and ideation—the methods that every graduate of a design program should know, and every professional designer should employ. Methods are concisely presented, accompanied by information about the origin of the technique, key research supporting the method, and visual examples. Want to know about Card Sorting, or the Elito Method? What about Think-Aloud Protocols? This book has them all and more in readily digestible form. The authors have taken away our excuse for not using the right method for the job, and in so doing have elevated its readers and the field of design. UMOD is an essential resource for designers of all levels and specializations, and should be one of the go-to reference tools found in every designer’s toolbox." —William Lidwell, author of Universal Principles of Design, Lecturer of Industrial Design, University of Houston This comprehensive reference provides a thorough and critical presentation of 100 research methods, synthesis/analysis techniques, and research deliverables for human centered design, delivered in a concise and accessible format perfect for designers, educators, and students. Whether research is already an integral part of a practice or curriculum, or whether it has been unfortunately avoided due to perceived limitations of time, knowledge, or resources, Universal Methods of Design serves as an invaluable compendium of methods that can be easily referenced and utilized by cross-disciplinary teams in nearly any design project. This essential guide: - Dismantles the myth that user research methods are complicated, expensive, and time-consuming - Creates a shared meaning for cross-disciplinary design teams - Illustrates methods with compelling visualizations and case studies - Characterizes each method at a glance - Indicates when methods are best employed to help prioritize appropriate design research strategies Universal Methods of Design distills each method down to its most powerful essence, in a format that will help design teams select and implement the most credible research methods best suited to their design culture within the constraints of their projects.

With playfulness and a large dose of wit, Robert Merton traces the origin of Newton's aphorism, "If I have seen farther, it is by standing on the shoulders of giants." Using as a model the discursive and digressive style of Sterne's Tristram Shandy, Merton presents a whimsical yet scholarly work which deals with the questions of creativity, tradition, plagiarism, the transmission of knowledge, and the concept of progress. "This book is the delightful apotheosis of donmanship: Merton parodies scholarliness while being faultlessly scholarly; he scourges pedantry while brandishing his own abstruse learning on every page. The most recondite and obscure scholarly squabbles are transmuted into the material of comedy as the ostensible subject is shouldered to one side by yet another hobby horse from Merton's densely populated stable. He has created a jeu d'esprit which is profoundly suggestive both in detail and as a whole."—Sean French, Times Literary Supplement

Henri Poincare's Science and Method is an examination of the process scientists go through when determining which of the countless facts before them will be most useful in advancing scientific knowledge. In this highly readable text-first published in 1908 and here presented in a 1914 translation by Francis Maitland-Poincare investigates mathematics, logic, physics, mechanics, and astronomy and discusses how the methods of selection differ with each field. Topics discussed include: [ the selection of facts [ the future of mathematics [ chance [ the relativity of space [ mathematics and logic [ mechanics and radium [ mechanics and optics [ the new mechanics and astronomy [ the Milky Way and the theory of gases [ and much more.

Winner of the 2011 Special Career Award in Qualitative Inquiry from the International Congress for Qualitative Inquiry! This book provides invaluable guidance for thinking through and planning a qualitative study. Rather than offering recipes for specific techniques, master storyteller Robert Stake stimulates readers to discover "how things work" in organizations, programs, communities, and other systems. Topics range from identifying a research question to selecting methods, gathering data, interpreting and analyzing the results, and producing a well-thought-through written report. In-depth examples from actual studies emphasize the role of the researcher as instrument and interpreter, while boxed vignettes and learning projects encourage self-reflection and critical thinking. Other useful pedagogical features include quick-reference tables and charts, sample project management forms, and an end-of-book glossary. After reading this book, doctoral students and novice qualitative researchers will be able to plan a study from beginning to end. The book will appeal to graduate students in education, psychology, sociology, social work, management, and nursing; qualitative researchers and evaluators. It will also serve as a core book in doctoral-level courses such as qualitative methods and qualitative dissertation/proposal writing, and as a supplemental text in graduate-level research design courses.

Now in its fourth edition, this classic work clearly and concisely introduces the subject of logic and its applications. The first part of the book explains the basic concepts and principles which make up the elements of logic. The author demonstrates that these ideas are found in all branches of mathematics, and that logical laws are constantly applied in mathematical reasoning. The second part of the book shows the applications of logic in mathematical theory building with concrete examples that draw upon the concepts and principles presented in the first section. Numerous exercises and an introduction to the theory of real numbers are also presented. Students, teachers and general readers interested in logic and mathematics will find this book to be an invaluable introduction to the subject.

This work is an investigation of why and how science has so powerfully shaped the way we understand ourselves, our behaviour towards others and our place in the world.