Simulation and Inference for Stochastic Differential Equations : With R Examples
This book is unique because of its focus on the practical implementation of the simulation and estimation methods presented. The book will be useful to practitioners and students with only a minimal mathematical background because of the many R programs, and to more mathematically-educated practitio...
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| Glavni autor: | |
|---|---|
| Format: | Livre numérique |
| Jezik: | Anglais |
| Izdano: |
New York, NY :
Springer New York
[20..].
Cham : Springer Nature |
| Izdanje: | 1st ed. 2008. |
| Serija: | Springer Series in Statistics
|
| Teme: | |
| Online pristup: | Accès sur la plateforme de l'éditeur (Springer) Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| Bilješka: |
L'impression du document génère 299 p. Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Simulation and Inference for Stochastic Differential Equations, Texte imprimé, 9780387567471 • Simulation and inference for stochastic differential equations, with R examples, Stefano M. Iacus, 2008, New York, Springer, 1 vol. (XVIII- 284 p.), Springer series in statistics, 0-387-75838-0 • Simulation and inference for stochastic differential equations, with R examples, Stefano M. Iacus, 2008, New York, Springer, 1 vol. (XVIII- 284 p.), Springer series in statistics, 0-387-75838-0 |
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| 084 | |a 60H10. 2010 | ||
| 084 | |a 62M05. 2010 | ||
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| 100 | 1 | |a Iacus, Stefano Maria, |d 1968- | |
| 245 | 1 | 0 | |a Simulation and Inference for Stochastic Differential Equations : |b With R Examples |c Stefano M. Iacus. |
| 250 | |a 1st ed. 2008. | ||
| 260 | |a New York, NY : |b Springer New York. | ||
| 260 | |a Cham : |b Springer Nature, |c [20..]. | ||
| 490 | 0 | |a Springer Series in Statistics |x 2197-568X | |
| 500 | |a L'impression du document génère 299 p. | ||
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 500 | |a Archives Springer e-books (Licence nationale) | ||
| 504 | |a Bibliogr. Index | ||
| 505 | 1 | |a Stochastic Processes and Stochastic Differential Equations Numerical Methods for SDE Parametric Estimation Miscellaneous Topics | |
| 506 | |a Accès en ligne pour les établissements français bénéficiaires des licences nationales | ||
| 506 | |a Accès soumis à abonnement pour tout autre établissement | ||
| 506 | |a Conditions particulières de réutilisation pour les bénéficiaires des licences nationales. https://www.licencesnationales.fr/springer-nature-ebooks-contrat-licence-ln-2017 | ||
| 520 | |a This book is unique because of its focus on the practical implementation of the simulation and estimation methods presented. The book will be useful to practitioners and students with only a minimal mathematical background because of the many R programs, and to more mathematically-educated practitioners. Many of the methods presented in the book have not been used much in practice because the lack of an implementation in a unified framework. This book fills the gap. With the R code included in this book, a lot of useful methods become easy to use for practitioners and students. An R package called "sde" provides functions with easy interfaces ready to be used on empirical data from real life applications. Although it contains a wide range of results, the book has an introductory character and necessarily does not cover the whole spectrum of simulation and inference for general stochastic differential equations. The book is organized into four chapters. The first one introduces the subject and presents several classes of processes used in many fields of mathematics, computational biology, finance and the social sciences. The second chapter is devoted to simulation schemes and covers new methods not available in other publications. The third one focuses on parametric estimation techniques. In particular, it includes exact likelihood inference, approximated and pseudo-likelihood methods, estimating functions, generalized method of moments, and other techniques. The last chapter contains miscellaneous topics like nonparametric estimation, model identification and change point estimation. The reader who is not an expert in the R language will find a concise introduction to this environment focused on the subject of the book. A documentation page is available at the end of the book for each R function presented in the book. Stefano M. Iacus is associate professor of Probability and Mathematical Statistics at the University of Milan, Department of Economics, Business and Statistics. He has a PhD in Statistics at Padua University, Italy and in Mathematics at Université du Maine, France. He is a member of the R Core team for the development of the R statistical environment, Data Base manager for the Current Index to Statistics, and IMS Group Manager for the Institute of Mathematical Statistics. He has been associate editor of the Journal of Statistical Software | ||
| 630 | |a R |n logiciel | ||
| 650 | |a Équations différentielles stochastiques | ||
| 650 | |a Statistique |x Informatique | ||
| 650 | |a Estimation, Théorie de l' | ||
| 776 | 0 | |t Simulation and Inference for Stochastic Differential Equations |b Texte imprimé |z 9780387567471 | |
| 776 | 0 | |0 124962157 |t Simulation and inference for stochastic differential equations |o with R examples |f Stefano M. Iacus |d 2008 |c New York |n Springer |p 1 vol. (XVIII- 284 p.) |s Springer series in statistics |z 0-387-75838-0 | |
| 776 | 0 | |0 124962157 |t Simulation and inference for stochastic differential equations |o with R examples |f Stefano M. Iacus |d 2008 |c New York |n Springer |p 1 vol. (XVIII- 284 p.) |s Springer series in statistics |z 0-387-75838-0 | |
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