The Geometry of Multivariate Statistics - Softcover

Wickens, Thomas D.

Softcover

ISBN 10: 1138882828 ISBN 13: 9781138882829

Verlag: Psychology Press, 2015

Inhaltsangabe

A traditional approach to developing multivariate statistical theory is algebraic. Sets of observations are represented by matrices, linear combinations are formed from these matrices by multiplying them by coefficient matrices, and useful statistics are found by imposing various criteria of optimization on these combinations. Matrix algebra is the vehicle for these calculations. A second approach is computational. Since many users find that they do not need to know the mathematical basis of the techniques as long as they have a way to transform data into results, the computation can be done by a package of computer programs that somebody else has written. An approach from this perspective emphasizes how the computer packages are used, and is usually coupled with rules that allow one to extract the most important numbers from the output and interpret them. Useful as both approaches are--particularly when combined--they can overlook an important aspect of multivariate analysis. To apply it correctly, one needs a way to conceptualize the multivariate relationships that exist among variables. This book is designed to help the reader develop a way of thinking about multivariate statistics, as well as to understand in a broader and more intuitive sense what the procedures do and how their results are interpreted. Presenting important procedures of multivariate statistical theory geometrically, the author hopes that this emphasis on the geometry will give the reader a coherent picture into which all the multivariate techniques fit.

Über diesen Titel

Über die Autorin bzw. den Autor

University of California, Los Angeles.

Details zur Ausgabe

• Verlag: Psychology Press
• Erscheinungsdatum: 2015
• Sprache: Englisch
• ISBN 10: 1138882828
• ISBN 13: 9781138882829
• Einband: Taschenbuch
• Anzahl der Seiten: 174
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