Statistical Extremes And Applications
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Author |
: J. Tiago de Oliveira |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 690 |
Release |
: 2013-04-17 |
ISBN-10 |
: 9789401730693 |
ISBN-13 |
: 9401730695 |
Rating |
: 4/5 (93 Downloads) |
Synopsis Statistical Extremes and Applications by : J. Tiago de Oliveira
The first references to statistical extremes may perhaps be found in the Genesis (The Bible, vol. I): the largest age of Methu'selah and the concrete applications faced by Noah-- the long rain, the large flood, the structural safety of the ark --. But as the pre-history of the area can be considered to last to the first quarter of our century, we can say that Statistical Extremes emer ged in the last half-century. It began with the paper by Dodd in 1923, followed quickly by the papers of Fre-chet in 1927 and Fisher and Tippett in 1928, after by the papers by de Finetti in 1932, by Gumbel in 1935 and by von Mises in 1936, to cite the more relevant; the first complete frame in what regards probabilistic problems is due to Gnedenko in 1943. And by that time Extremes begin to explode not only in what regards applications (floods, breaking strength of materials, gusts of wind, etc. ) but also in areas going from Proba bility to Stochastic Processes, from Multivariate Structures to Statistical Decision. The history, after the first essential steps, can't be written in few pages: the narrow and shallow stream gained momentum and is now a huge river, enlarging at every moment and flooding the margins. Statistical Extremes is, thus, a clear-cut field of Probability and Statistics and a new exploding area for research.
Author |
: Jan Beirlant |
Publisher |
: John Wiley & Sons |
Total Pages |
: 522 |
Release |
: 2006-03-17 |
ISBN-10 |
: 9780470012376 |
ISBN-13 |
: 0470012374 |
Rating |
: 4/5 (76 Downloads) |
Synopsis Statistics of Extremes by : Jan Beirlant
Research in the statistical analysis of extreme values has flourished over the past decade: new probability models, inference and data analysis techniques have been introduced; and new application areas have been explored. Statistics of Extremes comprehensively covers a wide range of models and application areas, including risk and insurance: a major area of interest and relevance to extreme value theory. Case studies are introduced providing a good balance of theory and application of each model discussed, incorporating many illustrated examples and plots of data. The last part of the book covers some interesting advanced topics, including time series, regression, multivariate and Bayesian modelling of extremes, the use of which has huge potential.
Author |
: Jan Beirlant |
Publisher |
: John Wiley & Sons |
Total Pages |
: 516 |
Release |
: 2004-10-15 |
ISBN-10 |
: 0471976474 |
ISBN-13 |
: 9780471976479 |
Rating |
: 4/5 (74 Downloads) |
Synopsis Statistics of Extremes by : Jan Beirlant
Research in the statistical analysis of extreme values has flourished over the past decade: new probability models, inference and data analysis techniques have been introduced; and new application areas have been explored. Statistics of Extremes comprehensively covers a wide range of models and application areas, including risk and insurance: a major area of interest and relevance to extreme value theory. Case studies are introduced providing a good balance of theory and application of each model discussed, incorporating many illustrated examples and plots of data. The last part of the book covers some interesting advanced topics, including time series, regression, multivariate and Bayesian modelling of extremes, the use of which has huge potential.
Author |
: Barbel Finkenstadt |
Publisher |
: CRC Press |
Total Pages |
: 422 |
Release |
: 2003-07-28 |
ISBN-10 |
: 9780203483350 |
ISBN-13 |
: 0203483359 |
Rating |
: 4/5 (50 Downloads) |
Synopsis Extreme Values in Finance, Telecommunications, and the Environment by : Barbel Finkenstadt
Because of its potential to ...predict the unpredictable,... extreme value theory (EVT) and methodology is currently receiving a great deal of attention from statistical and mathematical researchers. This book brings together world-recognized authorities in their respective fields to provide expository chapters on the applications, use, and theory
Author |
: Stuart Coles |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 219 |
Release |
: 2013-11-27 |
ISBN-10 |
: 9781447136750 |
ISBN-13 |
: 1447136756 |
Rating |
: 4/5 (50 Downloads) |
Synopsis An Introduction to Statistical Modeling of Extreme Values by : Stuart Coles
Directly oriented towards real practical application, this book develops both the basic theoretical framework of extreme value models and the statistical inferential techniques for using these models in practice. Intended for statisticians and non-statisticians alike, the theoretical treatment is elementary, with heuristics often replacing detailed mathematical proof. Most aspects of extreme modeling techniques are covered, including historical techniques (still widely used) and contemporary techniques based on point process models. A wide range of worked examples, using genuine datasets, illustrate the various modeling procedures and a concluding chapter provides a brief introduction to a number of more advanced topics, including Bayesian inference and spatial extremes. All the computations are carried out using S-PLUS, and the corresponding datasets and functions are available via the Internet for readers to recreate examples for themselves. An essential reference for students and researchers in statistics and disciplines such as engineering, finance and environmental science, this book will also appeal to practitioners looking for practical help in solving real problems. Stuart Coles is Reader in Statistics at the University of Bristol, UK, having previously lectured at the universities of Nottingham and Lancaster. In 1992 he was the first recipient of the Royal Statistical Society's research prize. He has published widely in the statistical literature, principally in the area of extreme value modeling.
Author |
: Manfred Mudelsee |
Publisher |
: Cambridge University Press |
Total Pages |
: 213 |
Release |
: 2020 |
ISBN-10 |
: 9781107033184 |
ISBN-13 |
: 1107033187 |
Rating |
: 4/5 (84 Downloads) |
Synopsis Statistical Analysis of Climate Extremes by : Manfred Mudelsee
The risks posed by climate change and its effect on climate extremes are an increasingly pressing societal problem. This book provides an accessible overview of the statistical analysis methods which can be used to investigate climate extremes and analyse potential risk. The statistical analysis methods are illustrated with case studies on extremes in the three major climate variables: temperature, precipitation, and wind speed. The book also provides datasets and access to appropriate analysis software, allowing the reader to replicate the case study calculations. Providing the necessary tools to analyse climate risk, this book is invaluable for students and researchers working in the climate sciences, as well as risk analysts interested in climate extremes.
Author |
: Nicolas Bousquet |
Publisher |
: Springer Nature |
Total Pages |
: 491 |
Release |
: 2021-10-09 |
ISBN-10 |
: 9783030749422 |
ISBN-13 |
: 3030749428 |
Rating |
: 4/5 (22 Downloads) |
Synopsis Extreme Value Theory with Applications to Natural Hazards by : Nicolas Bousquet
This richly illustrated book describes statistical extreme value theory for the quantification of natural hazards, such as strong winds, floods and rainfall, and discusses an interdisciplinary approach to allow the theoretical methods to be applied. The approach consists of a number of steps: data selection and correction, non-stationary theory (to account for trends due to climate change), and selecting appropriate estimation techniques based on both decision-theoretic features (e.g., Bayesian theory), empirical robustness and a valid treatment of uncertainties. It also examines and critically reviews alternative approaches based on stochastic and dynamic numerical models, as well as recently emerging data analysis issues and presents large-scale, multidisciplinary, state-of-the-art case studies. Intended for all those with a basic knowledge of statistical methods interested in the quantification of natural hazards, the book is also a valuable resource for engineers conducting risk analyses in collaboration with scientists from other fields (such as hydrologists, meteorologists, climatologists).
Author |
: E. J. Gumbel |
Publisher |
: Courier Corporation |
Total Pages |
: 402 |
Release |
: 2012-04-27 |
ISBN-10 |
: 9780486154480 |
ISBN-13 |
: 0486154483 |
Rating |
: 4/5 (80 Downloads) |
Synopsis Statistics of Extremes by : E. J. Gumbel
This classic text covers order statistics and their exceedances; exact distribution of extremes; the 1st asymptotic distribution; uses of the 1st, 2nd, and 3rd asymptotes; more. 1958 edition. Includes 44 tables and 97 graphs.
Author |
: Serguei Y. Novak |
Publisher |
: CRC Press |
Total Pages |
: 402 |
Release |
: 2011-12-20 |
ISBN-10 |
: 9781439835746 |
ISBN-13 |
: 1439835748 |
Rating |
: 4/5 (46 Downloads) |
Synopsis Extreme Value Methods with Applications to Finance by : Serguei Y. Novak
Extreme value theory (EVT) deals with extreme (rare) events, which are sometimes reported as outliers. Certain textbooks encourage readers to remove outliers—in other words, to correct reality if it does not fit the model. Recognizing that any model is only an approximation of reality, statisticians are eager to extract information about unknown distribution making as few assumptions as possible. Extreme Value Methods with Applications to Finance concentrates on modern topics in EVT, such as processes of exceedances, compound Poisson approximation, Poisson cluster approximation, and nonparametric estimation methods. These topics have not been fully focused on in other books on extremes. In addition, the book covers: Extremes in samples of random size Methods of estimating extreme quantiles and tail probabilities Self-normalized sums of random variables Measures of market risk Along with examples from finance and insurance to illustrate the methods, Extreme Value Methods with Applications to Finance includes over 200 exercises, making it useful as a reference book, self-study tool, or comprehensive course text. A systematic background to a rapidly growing branch of modern Probability and Statistics: extreme value theory for stationary sequences of random variables.
Author |
: J. Galambos |
Publisher |
: Springer Science & Business Media |
Total Pages |
: 526 |
Release |
: 2013-12-01 |
ISBN-10 |
: 9781461336389 |
ISBN-13 |
: 1461336384 |
Rating |
: 4/5 (89 Downloads) |
Synopsis Extreme Value Theory and Applications by : J. Galambos
It appears that we live in an age of disasters: the mighty Missis sippi and Missouri flood millions of acres, earthquakes hit Tokyo and California, airplanes crash due to mechanical failure and the seemingly ever increasing wind speeds make the storms more and more frightening. While all these may seem to be unexpected phenomena to the man on the street, they are actually happening according to well defined rules of science known as extreme value theory. We know that records must be broken in the future, so if a flood design is based on the worst case of the past then we are not really prepared against floods. Materials will fail due to fatigue, so if the body of an aircraft looks fine to the naked eye, it might still suddenly fail if the aircraft has been in operation over an extended period of time. Our theory has by now penetrated the so cial sciences, the medical profession, economics and even astronomy. We believe that our field has come of age. In or~er to fully utilize the great progress in the theory of extremes and its ever increasing acceptance in practice, an international conference was organized in which equal weight was given to theory and practice. This book is Volume I of the Proceedings of this conference. In selecting the papers for Volume lour guide was to have authoritative works with a large variety of coverage of both theory and practice.