| An Appetizer | p. 1 |
| A Manufacturing Experiment | p. 1 |
| Models for the Experimental Results | p. 4 |
| A Second Experiment | p. 7 |
| Summary | p. 11 |
| Statistical Models | p. 13 |
| Thinking about Models | p. 15 |
| Model Formulas in S | p. 18 |
| More on Models | p. 24 |
| Internal Organization of Models | p. 37 |
| Bibliographic Notes | p. 44 |
| Data for Models | p. 45 |
| Examples of Data Frames | p. 45 |
| Computations on Data Frames | p. 51 |
| Advanced Computations on Data | p. 85 |
| Linear Models | p. 95 |
| Linear Models in Statistics | p. 96 |
| S Functions and Objects | p. 99 |
| Specializing and Extending the Computations | p. 117 |
| Numerical and Statistical Methods | p. 131 |
| Analysis of Variance; Designed Experiments | p. 145 |
| Models for Experiments: The Analysis of Variance | p. 146 |
| S Functions and Objects | p. 150 |
| The S Functions: Advanced Use | p. 176 |
| Computational Techniques | p. 184 |
| Generalized Linear Models | p. 195 |
| Statistical Methods | p. 196 |
| S Functions and Objects | p. 199 |
| Specializing and Extending the Computations | p. 221 |
| Statistical and Numerical Methods | p. 241 |
| Generalized Additive Models | p. 249 |
| Statistical Methods | p. 250 |
| S Functions and Objects | p. 253 |
| Specializing and Extending the Computations | p. 280 |
| Numerical and Computational Details | p. 298 |
| Local Regression Models | p. 309 |
| Statistical Models and Fitting | p. 312 |
| S Functions and Objects | p. 316 |
| Specializing and Extending the Computations | p. 366 |
| Statistical and Computational Methods | p. 368 |
| Tree-Based Models | p. 377 |
| Tree-Based Models in Statistics | p. 377 |
| S Functions and Objects | p. 382 |
| Specializing the Computations | p. 406 |
| Numerical and Statistical Methods | p. 412 |
| Nonlinear Models | p. 421 |
| Statistical Methods | p. 422 |
| S Functions | p. 427 |
| Some Details | p. 444 |
| Programming Details | p. 452 |
| Classes and Methods: Object-oriented Programming in S | p. 455 |
| Motivation | p. 456 |
| Background | p. 457 |
| The Mechanism | p. 460 |
| An Example of Designing a Class | p. 461 |
| Inheritance | p. 463 |
| The Frames for Methods | p. 467 |
| Group Methods; Methods for Operators | p. 471 |
| Replacement Methods | p. 475 |
| Assignment Methods | p. 477 |
| Generic Functions | p. 478 |
| Comment | p. 479 |
| S Functions and Classes | p. 481 |
| References | p. 589 |
| Index | p. 595 |
| Table of Contents provided by Blackwell. All Rights Reserved. |
Statistical Models in S
by Chambers, John M.-
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