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Визуализация данных
bne: Здесь будут складироваться аннотации или ссылки по теме
Ответов - 4
bne: Dianne Cook, Deborah F. Swayne - Interactive and Dynamic Graphics for Data Analysis: With R and GGobi Springer | 2007 | ISBN: 0387717617 | Pages: 190 | PDF | 5.21 MB This richly illustrated book describes the use of interactive and dynamic graphics as part of multidimensional data analysis. Chapters include clustering, supervised classification, and working with missing values. A variety of plots and interaction methods are used in each analysis, often starting with brushing linked low-dimensional views and working up to manual manipulation of tours of several variables. The role of graphical methods is shown at each step of the analysis, not only in the early exploratory phase, but in the later stages, too, when comparing and evaluating models. All examples are based on freely available software: GGobi for interactive graphics and R for static graphics, modeling, and programming. The printed book is augmented by a wealth of material on the web, encouraging readers follow the examples themselves. The web site has all the data and code necessary to reproduce the analyses in the book, along with movies demonstrating the examples. The book may be used as a text in a class on statistical graphics or exploratory data analysis, for example, or as a guide for the independent learner. Each chapter ends with a set of exercises. The authors are both Fellows of the American Statistical Association, past chairs of the Section on Statistical Graphics, and co-authors of the GGobi software. Dianne Cook is Professor of Statistics at Iowa State University. Deborah Swayne is a member of the Statistics Research Department at AT&T Labs.
bne: Интересно, что в книге Rober R.Ransom Practical Formation Evaluatin вся восьмая глава (стр 211-230) посвящена технике кросс-плотов Кроме того техника специальных видов кросс-плотов разбросана по ряду книг Всего в книге 18 глав и 485 страниц
bne: Alfred Inselberg, "Parallel Coordinates: Visual Multidimensional Geometry and Its Applications" Springer | 2009-08-28 | ISBN: 0387215077 | 554 pages This book is about visualization, systematically incorporating the fantastic human pattern recognition into the problem-solving process, and focusing on parallel coordinates. The barrier, imposed by our three-dimensional habitation and perceptual experience, has been breached by this innovative and versatile methodology. The accurate visualization of multidimensional problems and multivariate data unlocks insights into the role of dimensionality. Beginning with an introductory chapter on geometry, the mathematical foundations are intuitively developed, interlaced with applications to data mining, information visualization, computer vision, geometric modeling, collision avoidance for air traffic and process-control. Many results appear for the first time. Multidimensional lines, planes, proximities, surfaces and their properties are unambiguously recognized (i.e. convexity viewed in any dimension) enabling powerful construction algorithms (for intersections, interior-points, linear-programming). Key features of Parallel Coordinates: * An easy-to-read self-contained chapter on data mining and information visualization * Numerous exercises with solutions, from basic to advanced topics, course projects and research directions * "Fast Track" markers throughout provide a quick grasp of essential material. * Interactive Learning Module (ILM) CD: designed for classroom demonstration and fun experimentation for mastering key topics and examples cross-referenced in the text * Extensive bibliography, index, and a chapter containing a collection of recent results (i.e. visualizing large networks, complex-valued functions and more) Parallel Coordinates requires only an elementary knowledge of linear algebra. It is well-suited for self-study and as a textbook (or companion) for courses on information visualization, data mining, mathematics, statistics, computer science, engineering, finance, management, manufacturing, in scientific disciplines and even the arts.
bne: "Multidimensional Scaling, Second Edition" Chapman & Hall/CRC; 2nd edition (September 28, 2000) | English | 1584880945 | 328 pages | The theory of multidimensional scaling arose and grew within the field of the behavioral sciences and now covers several statistical techniques that are widely used in many disciplines. Intended for readers of varying backgrounds, this book comprehensively covers the area while serving as an introduction to the mathematical ideas behind the various techniques of multidimensional scaling.
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