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Matrix Algebra: Theory, Computations and Applications in Statistics (Springer Texts in Statistics) - Softcover

 
9783319648668: Matrix Algebra: Theory, Computations and Applications in Statistics (Springer Texts in Statistics)

Inhaltsangabe

<P>MATRIX ALGEBRA IS ONE OF THE MOST IMPORTANT AREAS OF MATHEMATICS FOR DATA ANALYSIS AND FOR STATISTICAL THEORY. THIS MUCH-NEEDED WORK PRESENTS THE RELEVANT ASPECTS OF THE THEORY OF MATRIX ALGEBRA FOR APPLICATIONS IN STATISTICS. IT MOVES ON TO CONSIDER THE VARIOUS TYPES OF MATRICES ENCOUNTERED IN STATISTICS, SUCH AS PROJECTION MATRICES AND POSITIVE DEFINITE MATRICES, AND DESCRIBES THE SPECIAL PROPERTIES OF THOSE MATRICES. FINALLY, IT COVERS NUMERICAL LINEAR ALGEBRA, BEGINNING WITH A DISCUSSION OF THE BASICS OF NUMERICAL COMPUTATIONS, AND FOLLOWING UP WITH ACCURATE AND EFFICIENT ALGORITHMS FOR FACTORING MATRICES, SOLVING LINEAR SYSTEMS OF EQUATIONS, AND EXTRACTING EIGENVALUES AND EIGENVECTORS.</P>

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Críticas

“Gentle has put in a lot of time and effort to writing this book with careful attention to details. ... it is all needed to make sure the student has a firm and solid understanding of matrix algebra on the graduate level. I would recommend this book for all those who teach graduate level matrix algebra or ... to those undergraduate students who wish to have an independent study.” (Peter Olszewski, MAA Reviews, January, 2018)


“Beautifully written, easy to read, with a well subindexed index of 16 pages and a bibliography of 13 that includes most modern and relevant textbooks and articles in the area of matrix theory and computations, as well as for statistics and big data computations.” (Frank Uhlig, zbMATH 1386.15002, 2018)

“This very reader-friendly written volume presents an opportunity to graduate students and researchers to enjoy reading on the classical matrix analysis in its modern applications to statistics and to implement these methods in practical problem solving.” (Stan Lipovetsky, Technometrics, Vol. 60 (2), 2018)

Reseña del editor

This much-needed work presents, among other things, the relevant aspects of the theory of matrix algebra for applications in statistics. Written in an informal style, it addresses computational issues and places more emphasis on applications than existing texts.

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  • VerlagSpringer
  • Erscheinungsdatum2017
  • ISBN 10 3319648667
  • ISBN 13 9783319648668
  • EinbandTapa blanda
  • SpracheEnglisch
  • Auflage2
  • Anzahl der Seiten680

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Gentle, James E.
ISBN 10: 3319648667 ISBN 13: 9783319648668
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Paperback. Zustand: Good. 2nd ed. 2017. Ship within 24hrs. Satisfaction 100% guaranteed. APO/FPO addresses supported. Artikel-Nr. 3319648667-11-1

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