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Hilbert Space Methods in Probability and Statistical Inference

โœ Scribed by Christopher G. Small, D.L. McLeish(auth.)


Year
1994
Tongue
English
Leaves
256
Series
Wiley Series in Probability and Statistics
Category
Library

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โœฆ Synopsis


Explains how Hilbert space techniques cross the boundaries into the foundations of probability and statistics. Focuses on the theory of martingales stochastic integration, interpolation and density estimation. Includes a copious amount of problems and examples.Content:
Chapter 1 Introduction (pages 1โ€“8):
Chapter 2 Hilbert Spaces (pages 9โ€“30):
Chapter 3 Probability Theory (pages 31โ€“57):
Chapter 4 Estimating Functions (pages 59โ€“105):
Chapter 5 Orthogonality and Nuisance Parameters (pages 107โ€“125):
Chapter 6 Martingale Estimating Functions and Projected Likelihood (pages 127โ€“161):
Chapter 7 Stochastic Integration and Product Integrals (pages 163โ€“187):
Chapter 8 Estimating Functions and the Product Integral Likelihood for Continuous Time Stochastic Processes (pages 189โ€“220):
Chapter 9 Hilbert Spaces and Spline Density Estimation (pages 221โ€“234):


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