Preface; Notation; 1. Introduction; 2. Quasi–Monte Carlo integration, discrepancy and reproducing kernel Hilbert spaces; 3. Geometric discrepancy; 4. Nets and sequences; 5. Discrepancy estimates and average type results; 6. Connections to other discrete objects; 7. Duality Theory; 8. Special constructions of digital nets and sequences; 9. Propagation rules for digital nets; 10. Polynomial lattice point sets; 11. Cyclic digital nets and hyperplane nets; 12. Multivariate integration in weighted Sobolev spaces; 13. Randomisation of digital nets; 14. The decay of the Walsh coefficients of smooth functions; 15. Arbitrarily high order of convergence of the worst-case error; 16. Explicit constructions of point sets with best possible order of L2-discrepancy; Appendix A. Walsh functions; Appendix B. Algebraic function fields; References; Index.
An introduction to contemporary quasi–Monte Carlo methods, digital nets and sequences, and discrepancy theory. Includes many exercises, examples and illustrations.
Josef Dick is a lecturer in the School of Mathematics and Statistics at the University of New South Wales, Australia. Friedrich Pillichshammer is a Professor in the Institute for Financial Mathematics at the University of Linz, Austria.
"It will give readers the confidence that their estimates of
variance are tractable, and they can therefore use quasi-Monte
Carlo (QMC) integration to do the software engineering tradeoff
analysis that is critical to professional software project
management and architecture. This textbook--and believe me, it is a
textbook--will lead students to a deep understanding of the
potential errors that can be expected."
Larry Bernstein, Computing Reviews
"This book provides a self-contained and comprehensive exposition
of one of the most attractive techniques for numerical integration,
the so-called quasi-Monte Carlo (QMC) rule. As well-known
specialists in the field, the authors have made a tour de force to
include, systematize, and unify their achievements and an
impressive number of results of other people. By introducing the
concepts and methods in an accessible and intuitive form, the
authors have provided a useful book that is accompanied by a lot of
illustrative examples, graphics and applications."
Petru P. Blaga, Mathematical Reviews
Ask a Question About this Product More... |