Author | Toit, S. H. C. du. author |
---|---|
Title | Graphical Exploratory Data Analysis [electronic resource] / by S. H. C. du Toit, A. G. W. Steyn, R. H. Stumpf |
Imprint | New York, NY : Springer New York, 1986 |
Connect to | http://dx.doi.org/10.1007/978-1-4612-4950-4 |
Descript | IX, 314 p. online resource |
1 The Role of Graphics in Data Exploration -- 1. Introduction -- 2. Historical Background -- 3. Content of the Book -- 4. Central Data Sets -- 5. Different Types of Data -- 6. Computer Programs -- 2 Graphics for Univariate and Bivariate Data -- 1. Introduction -- 2. Graphics for Univariate Data -- 3. Stem-and-Leaf Plots -- 4. Graphics for Bivariate Data -- 5. Graphical Perception -- 3 Graphics for Selecting a Probability Model -- 1. Introduction -- 2. Discrete Models -- 3. Continuous Models -- 4. General -- 4 Visual Representation of Multivariate Data -- 1. Introduction -- 2. โScatterplotsโ in More Than Two Dimensions -- 3. Profiles -- 4. Star Representations -- 5. Glyphs -- 6. Boxes -- 7. Andrewsโ Curves -- 8. Chernoff Faces -- 9. General -- 5 Cluster Analysis -- 1. Introduction -- 2. The Probability Approach -- 3. Measures of Distance and Similarity -- 4. Hierarchical Cluster Analysis -- 5. Computer Programs for Hierarchical Cluster Analysis -- 6. Digraphs -- 7. Spanning Trees -- 8. Cluster Analysis of Variables -- 9. Application of Cluster Analysis to Fitness/Cholesterol Data -- 10. Other Graphical Techniques of Cluster Analysis -- 11. General -- 6 Multidimensional Scaling -- 1. Introduction -- 2. The Biplot -- 3. Principal Component Analysis -- 4. Correspondence Analysis -- 5. Classical (Metric) Scaling -- 6. Non-Metric Scaling -- 7. Three-Way Multidimensional Scaling (INDSCAL) -- 8. Guttmanโs Techniques -- 9. Facet Theory -- 10. Partial Order Scalogram Analysis -- 11. General -- 7 Graphical Representations in Regression Analysis -- 1. Introduction -- 2. The Scatterplot -- 3. Residual Plots -- 4. Mallowsโ Q-Statistic -- 5. Confidence and Forecast Bands -- 6. The Ridge Trace -- 7. General -- 8 CHAID and XAID: Exploratory Techniques for Analyzing Extensive Data Sets -- 1. Introduction -- 2. CHAIDโAn Exploratory Technique for Analyzing Categorical Data -- 3. Applying a CHAID Analysis -- 4. XAIDโAn Exploratory Technique for Analyzing a Quantitative Dependent Variable with Categorical Predictors -- 5. Application of XAID Analysis -- 6. General -- 9 Control Charts -- 1. Introduction -- 2. Process Capability -- 3. Control Charts for Items with Quantitative Characteristics -- 4. Control Charts for Dichotomous Measurements (P-Chart) -- 5. Cumulative Sum Charts -- 6. Cumulative Sine Charts -- 7. General -- 10 Time Series Representations -- 1. Representations in the Time Domain -- 2. Representations in the Frequency Domain -- 11 Further Useful Graphics -- 1. Graphics for the Two-Sample Problem -- 2. Graphical Techniques in Analysis of Variance -- 3. Four-Fold Circular Display of 2 x 2 Contingency Tables -- References -- Inde