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Theory of U-Statistics

Theory of U-Statistics

Paperback

Series: Mathematics and Its Applications, Book 273

ApplicationsProbability & Statistics

ISBN10: 9048143462
ISBN13: 9789048143467
Publisher: Springer Nature
Published: Dec 8 2010
Pages: 554
Weight: 1.73
Height: 1.15 Width: 6.14 Depth: 9.21
Language: English
The theory of U-statistics goes back to the fundamental work of Hoeffding [1], in which he proved the central limit theorem. During last forty years the interest to this class of random variables has been permanently increasing, and thus, the new intensively developing branch of probability theory has been formed. The U-statistics are one of the universal objects of the modem probability theory of summation. On the one hand, they are more complicated algebraically than sums of independent random variables and vectors, and on the other hand, they contain essential elements of dependence which display themselves in the martingale properties. In addition, the U -statistics as an object of mathematical statistics occupy one of the central places in statistical problems. The development of the theory of U-statistics is stipulated by the influence of the classical theory of summation of independent random variables: The law of large num- bers, central limit theorem, invariance principle, and the law of the iterated logarithm we re proved, the estimates of convergence rate were obtained, etc.

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Probability & Statistics