Linear Least Squares Computations (Statistics: a Series of Textbooks and Monographs)

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Linear Least Squares Computations (Statistics: a Series of Textbooks and Monographs)

Farebrother

ウェブストア価格 ¥47,928（本体¥43,571）
CRC Press Inc（1988/02発売）
外貨定価 US$ 230.00
ポイント 435pt

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製本 Hardcover:ハードカバー版／ページ数 320 p.
言語 ENG
商品コード 9780824776619
DDC分類 519.4

Full Description

Presenting numerous algorithms in a simple algebraic form so that the reader can easilytranslate them into any computer language, this volume gives details of several methodsfor obtaining accurate least squares estimates. It explains how these estimates may beupdated as new information becomes available and how to test linear hypotheses.Linear Least Squares Computations features many structured exercises that guidethe reader through the available algorithms, plus a glossary of commonly used terms anda bibliography of supplementary reading ... collects "ancient" and modem results onlinear least squares computations in a convenient single source . . . develops the necessarymatrix algebra in the context of multivariate statistics . .. only makes peripheral use ofconcepts such as eigenvalues and partial differentiation .. . interprets canonical formsemployed in computation ... discusses many variants of the Gauss, Laplace-Schmidt,Givens, and Householder algorithms ... and uses an empirical approach for the appraisalof algorithms.Linear Least Squares Computations serves as an outstanding reference forindustrial and applied mathematicians, statisticians, and econometricians, as well as atext for advanced undergraduate and graduate statistics, mathematics, and econometricscourses in computer programming, linear regression analysis, and applied statistics.

PREFACE, 1 THE GAUSS AND GAUSS-JORDAN METHODS: ASPECTS OF COMPUTER PROGRAMMING , 2 MATRIX ANALYSIS OF GAUSS'S METHOD: THE CHOLESKY AND DOOLITTLE DECOMPOSITIONS, 3 THE LINEAR ALGEBRAIC MODEL: THE METHOD OF AVERAGES AND THE METHOD OF LEAST SQUARES, 4 THE CAUCHY-BIENAYME, LAPLACE, AND SCHMIDT PROCEDURES, 5 HOUSEHOLDER'S PROCEDURE. 6 CrVENS'S PROCEDURE, 7 UPDATING THE QU DECOMPOSITION, 8 PSEUDO-RANDOM NUMBERS, 9 THE STANDARD LINEAR MODEL 10 CONDITION NUMBERS, 11 INSTRUMENTAL VARIABLE , 12 GENERALIZED LEAST SQUARES ESTIMATION, 13 ITERATIVE SOLUTIONS OF LINEAR AND NONLINEAR LEAST SQUARES PROBLEMS, 14 CANONICAL EXPRESSIONS FOR THE LEAST SQUARES ESTIMATORS AND TEST STATISTICS, 15 TRADITIONAL EXPRESSIONS FOR THE LEAST SQUARES UPDATING FORMULAS AND TEST STATISTICS, 16 LEAST SQUARES ESTIMATION SUBJECT TO LINEAR EQUALITY CONSTRAINTS SUPPLEMENTARY READING GLOSSARY OF MATRIX ALGEBRA AUTHOR INDEX SUBJECT INDEX