XploRe: An Interactive Statistical Computing Environment
Springer-Verlag New York Inc.
978-0-387-94429-6 (ISBN)
This book describes an interactive statistical computing environment called 1 XploRe. As the name suggests, support for exploratory statistical analysis is given by a variety of computational tools. XploRe is a matrix-oriented statistical language with a comprehensive set of basic statistical operations that provides highly interactive graphics, as well as a programming environ ment for user-written macros; it offers hard-wired smoothing procedures for effective high-dimensional data analysis. Its highly dynamic graphic capa bilities make it possible to construct student-level front ends for teaching basic elements of statistics. Hot keys make it an easy-to-use computing environment for statistical analysis. The primary objective of this book is to show how the XploRe system can be used as an effective computing environment for a large number of statistical tasks. The computing tasks we consider range from basic data matrix manipulations to interactive customizing of graphs and dynamic fit ting of high-dimensional statistical models. The XploRe language is similar to other statistical languages and offers an interactive help system that can be extended to user-written algorithms. The language is intuitive and read ers with access to other systems can, without major difficulty, reproduce the examples presented here and use them as a basis for further investigation.
I A Beginner’s Course.- 1 Un Amuse-Gueule.- 2 An XploRe Tutorial.- 3 The Integrated Working Environment.- II XploRe in Use.- 4 Graphical Aids for Statistical Data Analysis.- 5 Density and Regression Smoothing.- 6 Bandwidth Selection in Density Estimation.- 7 Interactive Graphics for Teaching Simple Statistics.- 8 XClust: Clustering in an Interactive Way.- 9 Exploratory Projection Pursuit.- 10 Generalized Linear Models.- 11 Additive Modeling.- 12 Comparing Parametric and Semiparametric Binary Response Models.- 13 Approximative Methods for Regression Models with Errors in Covariates.- 14 Nonlinear Time Series Analysis.- 15 Un Digestif.- A Questions to XploRe.- B Language Reference.- B.1 Operators.- B.2 Flow Control.- B.3 Commands.- References.- Author Index.
Reihe/Serie | Statistics and Computing |
---|---|
Zusatzinfo | XXXII, 387 p. |
Verlagsort | New York, NY |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Mathematik / Informatik ► Informatik ► Datenbanken |
Mathematik / Informatik ► Mathematik ► Statistik | |
Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik | |
ISBN-10 | 0-387-94429-X / 038794429X |
ISBN-13 | 978-0-387-94429-6 / 9780387944296 |
Zustand | Neuware |
Haben Sie eine Frage zum Produkt? |
aus dem Bereich