《數據可視化手冊》是Springer出版的圖書，作者是 Chun-houh Chen
基本介紹
- 書名：數據可視化手冊
- 作者： Chun-houh Chen
- 原版名稱：Handbook of Data Visualization
- 出版社：Springer
基本信息,內容簡介,目錄,
基本信息
中文名: 數據可視化手冊
原名: Handbook of Data Visualization
作者: Chun-houh Chen
資源格式: PDF
出版社: Springer
書號: 9783540330363
發行時間: 2008年03月11日
地區: 美國
語言: 英文
內容簡介
可視化的數據是任何數據分析的重要組成部分。
現代計算機的發展使圖形處理能力有了很大改進，從而產生了許多顯示數據的新的可能性。
本書概述了新的現代數據可視化方法的理論和實踐。來自世界各地的專家為本書貢獻了他們在各自擅長領域的論文。
==============
# Hardcover: 936 pages
# Publisher: Springer; 1 edition (March 11, 2008)
# Language: English
# ISBN-10: 3540330364
# ISBN-13: 978-3540330363
現代計算機的發展使圖形處理能力有了很大改進，從而產生了許多顯示數據的新的可能性。
本書概述了新的現代數據可視化方法的理論和實踐。來自世界各地的專家為本書貢獻了他們在各自擅長領域的論文。
==============
# Hardcover: 936 pages
# Publisher: Springer; 1 edition (March 11, 2008)
# Language: English
# ISBN-10: 3540330364
# ISBN-13: 978-3540330363
目錄
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
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
