| The Normal Distribution: Characterizations with Applications Softcover Repri Edition Contributor(s): Bryc, Wlodzimierz (Author) |
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ISBN: 0387979905 ISBN-13: 9780387979908 Publisher: Springer OUR PRICE: $104.49 Product Type: Paperback Published: March 1995 |
| Additional Information |
| BISAC Categories: - Mathematics | Probability & Statistics - General |
| Dewey: 519.24 |
| LCCN: 95012920 |
| Series: Lecture Notes in Statistics |
| Physical Information: 0.33" H x 6.14" W x 9.21" (0.49 lbs) 139 pages |
| Descriptions, Reviews, Etc. |
| Publisher Description: This book is a concise presentation of the normal distribution on the real line and its counterparts on more abstract spaces, which we shall call the Gaussian distributions. The material is selected towards presenting characteristic properties, or characterizations, of the normal distribution. There are many such properties and there are numerous rel- evant works in the literature. In this book special attention is given to characterizations generated by the so called Maxwell's Theorem of statistical mechanics, which is stated in the introduction as Theorem 0.0.1. These characterizations are of interest both intrin- sically, and as techniques that are worth being aware of. The book may also serve as a good introduction to diverse analytic methods of probability theory. We use characteristic functions, tail estimates, and occasionally dive into complex analysis. In the book we also show how the characteristic properties can be used to prove important results about the Gaussian processes and the abstract Gaussian vectors. For instance, in Section 5.4 we present Fernique's beautiful proofs of the zero-one law and of the integrability of abstract Gaussian vectors. The central limit theorem is obtained via characterizations in Section 7.3. |