Sparse Grid Quadrature in High Dimensions with Applications in Finance and Insurance

• Main Author: Holtz, Markus (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2011.
• Series: Lecture Notes in Computational Science and Engineering, 77
• Subjects: Mathematics.; Economics, Mathematical.; Computer mathematics.; Computational Mathematics and Numerical Analysis.; Quantitative Finance.
• Physical Description: VIII, 192 p. 32 illus. online resource.
• ISBN: 9783642160042
• ISSN: 1439-7358 ;

This book deals with the numerical analysis and efficient numerical treatment of high-dimensional integrals using sparse grids and other dimension-wise integration techniques with applications to finance and insurance. The book focuses on providing insights into the interplay between coordinate transformations, effective dimensions and the convergence behaviour of sparse grid methods. The techniques, derivations and algorithms are illustrated by many examples, figures and code segments. Numerical experiments with applications from finance and insurance show that the approaches presented in this book can be faster and more accurate than (quasi-) Monte Carlo methods, even for integrands with hundreds of dimensions.