数据可视化手册 Handbook of Data Visualization Chun-houh Chen [PDF]

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资源信息： 中文名: 数据可视化手册 原名: Handbook of Data Visualization 作者: Chun-houh Chen 资源格式: PDF 出版社: Springer 书号: 9783540330363 发行时间: 2008年03月11日 地区: 美国 语言: 英文 概述:

可视化的数据是任何数据分析的重要组成部分。 现代计算机的发展使图形处理能力有了很大改进，从而产生了许多显示数据的新的可能性。 本书概述了新的现代数据可视化方法的理论和实践。来自世界各地的专家为本书贡献了他们在各自擅长领域的论文。 ============== # Hardcover: 936 pages # Publisher: Springer; 1 edition (March 11, 2008) # Language: English # ISBN-10: 3540330364 # ISBN-13: 978-3540330363

目录: I. Data Visualization I.1 Introduction Antony Unwin, Chun-houh Chen, Wolfgang K. Hardle . . . . . . . . . . . . . . . . . . . . . . . . . . 3 II. Principles II.1 A Brief History of Data Visualization Michael Friendly . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 II.2 Good Graphics? Antony Unwin . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 57 II.3 Static Graphics Paul Murrell . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .79 II.4 Data Visualization Through Their Graph Representations George Michailidis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 103 II.5 Graph-theoretic Graphics Leland Wilkinson . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121 II.6 High-dimensional Data Visualization Martin heus . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151 II.7 Multivariate Data Glyphs: Principles and Practice Matthew O. Ward . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 179 II.8 Linked Views for Visual Exploration Adalbert Wilhelm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 199 II.9 Linked Data Views Graham Wills . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217 II.10 Visualizing Trees and Forests Simon Urbanek . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 243 III. Methodologies III.1 Interactive Linked Micromap Plots for the Display of Geographically Referenced Statistical Data Jürgen Symanzik, Daniel B. Carr . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .267 III.2 Grand Tours, Projection Pursuit Guided Tours, and Manual Controls Dianne Cook, Andreas Buja, Eun-Kyung Lee, Hadley Wickham . . . . . . . . . . . . . . . . 295 III.3 Multidimensional Scaling Michael A.A. Cox, Trevor F. Cox . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 315 III.4 Huge Multidimensional Data Visualization: Back to the Virtue of Principal Coordinates and Dendrograms in the New Computer Age Francesco Palumbo, Domenico Vistocco, Alain Morineau . . . . . . . . . . . . . . . . . . . . . .349 III.5 Multivariate Visualization by Density Estimation Michael C. Minnotte, Stephan R. Sain, David W. Scott . . . . . . . . . . . . . . . . . . . . . . . . 389 III.6 Structured Sets of Graphs Richard M. Heiberger, Burt Holland . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 415 III.7 Regression by Parts: Fitting Visually Interpretable Models with GUIDE Wei-Yin Loh . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 447 III.8 Structural Adaptive Smoothing by Propagation–Separation Methods Jorg Polzehl, Vladimir Spokoiny . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .471 III.9 Smoothing Techniques for Visualisation Adrian W. Bowman . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 493 III.10 Data Visualization via Kernel Machines Yuan-chin Ivan Chang, Yuh-Jye Lee, Hsing-Kuo Pao, Mei-Hsien Lee, Su-Yun Huang . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .539 III.11 Visualizing Cluster Analysis and Finite Mixture Models Friedrich Leisch . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .561 III.12 Visualizing Contingency Tables David Meyer, Achim Zeileis, Kurt Hornik . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 589 III.13 Mosaic Plots and Their Variants Heike Hofmann . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .617 III.14 Parallel Coordinates: Visualization, Exploration and Classiication of High-Dimensional Data Alfred Inselberg . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 643 III.15 Matrix Visualization Han-Ming Wu, ShengLi Tzeng, Chun-Houh Chen . . . . . . . . . . . . . . . . . . . . . . . . . . . . 681 III.16 Visualization in Bayesian Data Analysis Jouni Kerman, Andrew Gelman, Tian Zheng, Yuejing Ding . . . . . . . . . . . . . . . . . . . . 709 III.17 Programming Statistical Data Visualization in the Java Language Junji Nakano, Yoshikazu Yamamoto, Keisuke Honda . . . . . . . . . . . . . . . . . . . . . . . . . 725 III.18 Web-Based Statistical Graphics using XML Technologies Yoshiro Yamamoto, Masaya Iizuka, Tomokazu Fujino . . . . . . . . . . . . . . . . . . . . . . . . 757 IV. Selected Applications IV.1 Visualization for Genetic Network Reconstruction Grace S. Shieh, Chin-Yuan Guo . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 793 IV.2 Reconstruction, Visualization and Analysis of Medical Images Henry Horng-Shing Lu . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 813 IV.3 Exploratory Graphics of a Financial Dataset Antony Unwin, Martin heus, Wolfgang K. Hardle . . . . . . . . . . . . . . . . . . . . . . . . . . . 831 IV.4 Graphical Data Representation in Bankruptcy Analysis Wolfgang K. Hardle, Rouslan A. Moro, Dorothea Schafer. . . . . . . . . . . . . . . . . . . . . .853 IV.5 Visualizing Functional Data with an Application to eBays Online Auctions Wolfgang Jank, Galit Shmueli, Catherine Plaisant, Ben Shneiderman . . . . . . . . . . . 873 IV.6 Visualization Tools for Insurance Risk Processes Krzysztof Burnecki, Rafa? Weron . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 899