Home : Book details

Tensor Methods in Statistics: Monographs on Statistics and Applied Probability (CRC Revivals: Monographs on Statistics and Applied Probability) free ebook download

Category:
Mathematics

Views: 162
Likes: 7

Catalogue

Author(s):	P. McCullagh

Date:	2021	Format:	epub	Language:	English	ISBN/ASIN:	1315898012
Pages:	301	OCR:		Quality:		ISBN13:
Uploader:	alex21s	Upload Date:	1/31/2023 7:49:34 AM

To download click on link in the Links Table below

Description: Click to see full description

This book provides a systematic development of tensor methods in statistics, beginning with the study of multivariate moments and cumulants. The effect on moment arrays and on cumulant arrays of making linear or affine transformations of the variables is studied. Because of their importance in statistical theory, invariant functions of the cumulants are studied in some detail. This is followed by an examination of the effect of making a polynomial transformation of the original variables. The fundamental operation of summing over complementary set partitions is introduced at this stage. This operation shapes the notation and pervades much of the remainder of the book. The necessary lattice-theory is discussed and suitable tables of complementary set partitions are provided. Subsequent chapters deal with asymptotic approximations based on Edgeworth expansion and saddlepoint expansion. The saddlepoint expansion is introduced via the Legendre transformation of the cumulant generating function, also known as the conjugate function of the cumulant generating function. A recurring them is that, with suitably chosen notation, multivariate calculations are often simpler and more transparent than the corresponding univariate calculations. The final two chapters deal with likelihood ratio statistics, maximum likelihood estimation and the effect on inferences of conditioning on ancillary or approximately ancillary statistics. The Bartlett adjustment factor is derived in the general case and simplified for certain types of generalized linear models. Finally, Barndorff-Nielsen's formula for the conditional distribution of the maximum liklelihood estimator is derived and discussed. More than 200 Exercises are provided to illustrate the uses of tensor methodology.
Read more

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3170499	Book	https://nitroflare.com/view/6D405D6D9D0A...		0.00	alex21s

Tags: Applied Methods Monographs Probability Revivals Statistics Tensor

Title	Link	Password	Size	Reason

Those who downloaded this book also downloaded the following books:
Comments

New comment:

Tensor Methods in Statistics: Monographs on Statistics and Applied Probability (CRC Revivals: Monographs on Statistics and Applied Probability) free ebook download

Category: Mathematics

Description: Click to see full description

Category:
Mathematics