Get Elliptically Contoured Models in Statistics PDF

By A. K. Gupta, T. Varga (auth.)

ISBN-10: 9401047197

ISBN-13: 9789401047197

ISBN-10: 9401116466

ISBN-13: 9789401116466

In multivariate statistical research, elliptical distributions have lately supplied a substitute for the traditional version. lots of the paintings, even if, is opened up in journals through the global and isn't simply obtainable to the investigators. Fang, Kotz, and Ng provided a scientific research of multivariate elliptical distributions, despite the fact that, they didn't speak about the matrix variate case. lately Fang and Zhang have summarized the result of generalized multivariate research which come with vector in addition to the matrix variate distributions. nevertheless, Fang and Anderson accrued learn papers on matrix variate elliptical distributions, lots of them released for the 1st time in English. They released very wealthy fabric at the subject, however the effects are given in paper shape which doesn't offer a unified remedy of the idea. for that reason, it appeared applicable to gather crucial effects at the concept of matrix variate elliptically contoured distributions to be had within the literature and get them organized in a unified demeanour which can function an creation to the topic. The e-book can be invaluable for researchers, academics, and graduate scholars in records and similar fields whose pursuits contain multivariate statistical research. elements of this booklet have been awarded by means of Arjun ok Gupta as a one semester direction at Bowling eco-friendly kingdom collage. a few new effects have additionally been integrated which generalize the consequences in Fang and Zhang. wisdom of matrix algebra and statistics on the point of Anderson is believed. notwithstanding, bankruptcy 1 summarizes a few result of matrix algebra.

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Additional resources for Elliptically Contoured Models in Statistics

Example text

Ap-l) is CHAPTER 2 44 r P-1 sinP-261 sin P-3 62 ... sin 6p-2. On the other hand, y'y = r 2. f. ,6 p-l) is h(r2) rp-l sinp-2 61 sinP-3 62 ... sin 6p-3 sin 6p-2. f. of r is g(r) = rP-1 h(r2) JJ.. J 21t 1t 1t sinp-261 sinp -362 ... d6p-2 d6p-l Step 2. Now let X - Ep,n(O,~ @ ,'l'), and X'" rAUB'. Define x = vec(X'), and u = vec(U'). f. 1 I~@I h(x'(~ @ <1»-1 x), and x '" rCA @ B)u. f. of r, E!! c. distributions. It will often be used in further discussion. Cambanis, Huang and Simons (1981), and Anderson and Fang (1987) derived the relationship between the stochastic representation of a multivariate elliptically contoured distribution and the stochastic representation of its marginals.

2. 2 that CHAPTER 2 22 Gx - Ep (o,Ip,'I') for every G e O(p). This gives rise to the following definition. 2. The distribution Ep (o,Ip,'I') is called spherical distribution. c. c. c. distribution. This is shown in the following theorem. 3. Let X - Ep,n(M,L ® (J),'I'). Then, X' - En,p(M',(J) ® PROOF: We have q>X'(T) = 'E(etr(iT'X'» = 'E( etr(iXT» = 'E(etr(iTX» = etr(iTM) 'I'(tr(TLT'<1») = etr(iT'M') ",(tr(T'(J)TL». This is the characteristic function of En,p(M',(J) ® L,'I'). c. distribution are uniquely defined.

The answer is they are not. To see this assume that a, b, and c are positive constants such that c = ab, L2 = aLl, ~ = b(J)l, "'2(Z) = VI (~Z ). c. distribution. c. distribution as shown in the following theorem. 4. Let X - Ep,n(Ml,Ll ®

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