A Course in Computational Probability and Statistics: 6 - Brossura

Ulf Grenander, Walter Freiberger

 
9780387900292: A Course in Computational Probability and Statistics: 6

Sinossi

It had its origin in a project initiated jointly with the IBM Cambridge Scien­ tific Center, particularly with Dr. Rhett Tsao, then of that Center. Professors Donald McClure and Richard Vitale of the Division of Applied Mathematics at Brown University contributed greatly to the project and taught courses in its spirit.

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Contenuti

1. Randomness.- 1.1 Fundamentals.- 1.2 Random Number Generation.- Appendix 1: Figures.- 2. Simulation.- 2.1 Simple Monte Carlo.- 2.2 Assignments.- 2.3 Randomness and Monte Carlo.- 2.4 Improved Monte Carlo.- 2.5 Quadrature.- 2.6 Conclusions.- 3. Limit Theorems.- 3.1 Limits of Convolutions.- 3.2 An Insurance Model.- 3.3 Approximation.- Appendix 3: Figures.- 4. Stochastic Processes.- 4.1 General Properties.- 4.2 An Investment Example.- 4.3 Stationary Stochastic Processes.- 4.4 Markov Chains.- Appendix 4: Figures.- 5. Particular Stochastic Processes.- 5.1 A Growth Model.- 5.2 The Random Phase Model.- 5.3 Renewal Processes.- Appendix 5: Figures.- 6. Decision Problems.- 6.1 Generalities.- 6.2 A Stochastic Approximation Problem.- 6.3 An Insurance Game.- 6.4 Design of Experiments.- 6.5 A Search Problem.- Appendix 6: Figures.- 7. A Computational Approach to Statistics.- 7.1 Statistical Computing.- 7.2 Analysis of Variance.- 7.3 Non-Standard Situations.- 7.4 Bayesian Estimation.- Appendix 7: Figures.- 8. Time-Series Analysis.- 8.1 Estimation of the Spectral Density.- 8.2 The Fast Fourier Transform.- 8.3 Regression Analysis of Time Series.- 8.4 Signal Detection.- Appendix 8: Figures.- References.

Product Description

Book by Freiberger Walter Grenander Ulf

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Altre edizioni note dello stesso titolo

9781461298380: A Course in Computational Probability and Statistics

Edizione in evidenza

ISBN 10:  1461298385 ISBN 13:  9781461298380
Casa editrice: Springer, 2011
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