株式会社極東書店トップ商品一覧High Dimensional Probability II. Softcover reprint of the original 1st ed. 2000.

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High Dimensional Probability II.

High Dimensional Probability II. Softcover reprint of the original 1st ed. 2000.

・ISBN 978-1-4612-7111-6 paper EUR 149.99

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お気に入り
著者・編者Gine, Evarist / Mason, David M. / Wellner, Jon A. (eds.),
シリーズProgress in Probability
出版社(Springer-Verlag New York Inc., US)
出版年月2012
ページ数512 pp.
言語ENG
ニュース番号<M25-17425>

解説

High dimensional probability, in the sense that encompasses the topics rep- resented in this volume, began about thirty years ago with research in two related areas: limit theorems for sums of independent Banach space valued random vectors and general Gaussian processes. An important feature in these past research studies has been the fact that they highlighted the es- sential probabilistic nature of the problems considered. In part, this was because, by working on a general Banach space, one had to discard the extra, and often extraneous, structure imposed by random variables taking values in a Euclidean space, or by processes being indexed by sets in R or Rd. Doing this led to striking advances, particularly in Gaussian process theory. It also led to the creation or introduction of powerful new tools, such as randomization, decoupling, moment and exponential inequalities, chaining, isoperimetry and concentration of measure, which apply to areas well beyond those for which they were created. The general theory of em- pirical processes, with its vast applications in statistics, the study of local times of Markov processes, certain problems in harmonic analysis, and the general theory of stochastic processes are just several of the broad areas in which Gaussian process techniques and techniques from probability in Banach spaces have made a substantial impact. Parallel to this work on probability in Banach spaces, classical proba- bility and empirical process theory were enriched by the development of powerful results in strong approximations.