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Measure Theory and Filtering Introduction and Applications by Lakhdar Aggoun, Robert J. Elliott
  

Measure Theory and Filtering Introduction and Applications

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Part of the Cambridge Series in Statistical and Probabilistic Mathematics Series

RRP £45.99

Synopsis

Measure Theory and Filtering Introduction and Applications by Lakhdar Aggoun, Robert J. Elliott

The estimation of noisily observed states from a sequence of data has traditionally incorporated ideas from Hilbert spaces and calculus-based probability theory. As conditional expectation is the key concept, the correct setting for filtering theory is that of a probability space. Graduate engineers, mathematicians and those working in quantitative finance wishing to use filtering techniques will find in the first half of this book an accessible introduction to measure theory, stochastic calculus, and stochastic processes, with particular emphasis on martingales and Brownian motion. Exercises are included. The book then provides an excellent users' guide to filtering: basic theory is followed by a thorough treatment of Kalman filtering, including recent results which extend the Kalman filter to provide parameter estimates. These ideas are then applied to problems arising in finance, genetics and population modelling in three separate chapters, making this a comprehensive resource for both practitioners and researchers.

Reviews

Review of the hardback: '... useful to those students and scientists in signal processing, mathematical finance and genetics, wishing to incorporate measure-theoretic probability techniques into their predictions. It is also an excellent user's guide to filtering with interesting applications arising in difference arenas.
Journal of Applied Statistics

About the Author

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Book Info

Publication date

28th May 2012

Author

Lakhdar Aggoun, Robert J. Elliott

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Publisher

Cambridge University Press

Format

Paperback
270 pages

Categories

Probability & statistics
Communications engineering / telecommunications

ISBN

9781107410718

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