Bücher  Mathematics  

From Elementary Probability to Stochastic Differential Equations with MAPLE

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 From Elementary Probability to Stochastic Differential Equations with MAPLE
 Produktbeschreibung

From Elementary Probability to Stochastic Differential Equations with MAPLE

Autoren: Sasha Cyganowski; Peter Kloeden; Jerzy Ombach
Sprache: English
Verlag: Springer-Verlag Berlin Heidelberg
ISBN: 3-540-42666-3

The authors provide a fast introduction to probabilistic and statistical concepts necessary to understand the basic ideas and methods of stochastic differential equations. The book is based on measure theory which is introduced as smoothly as possible. It is intended for advanced undergraduate students or graduates, not necessarily in mathematics, providing an overview and intuitive background for more advanced studies as well as some practical skills in the use of MAPLE in the context of probability and its applications. As prerequisites the authors assume a familiarity with basic calculus and linear algebra, as well as with elementary ordinary differential equations and, in the final chapter, simple numerical methods for such ODEs. Although statistics is not systematically treated, they introduce statistical concepts such as sampling, estimators, hypothesis testing, confidence intervals, significance levels and p-values and use them in a large number of examples, problems and simulations.


Aus dem Inhalt:
  • 1. Probability basics.
  • 2. Measure and integral.
  • 3. Random variables and distributions.
  • 4. Parameters of distributions.
  • 5. A tour of important distributions.
  • 6. Numerical simulations and statistical inference.
  • 7. Stochastic processes.
  • 8. Stochastic calculus.
  • 9. Stochastic differential equations.
  • 10. Numerical methods of SDEs.


Buchkategorie: Graduate/Advanced undergraduate textbook

Zielgruppe: Students of probability, statistics, and financial mathematics

Bibliographie: 2002, XVI, 310 pp., Softcover

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