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Bayesian Time Series Models -

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englanti
2015-01-07
215,55 € 287,40 €

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Pehmeäkantinen Kovakantinen 287,40 €
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Toimitus 10-16 arkipäivässä

30 päivän palautusoikeus

'What's going to happen next?' Time series data hold the answers, and Bayesian methods represent the cutting edge in learning what they have to say. This ambitious book is the first unified treatment of the emerging knowledge-base in Bayesian time series techniques. Exploiting the unifying framework of probabilistic graphical models, the book covers approximation schemes, both Monte Carlo and deterministic, ... Täydellinen kuvaus

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Kuvaus

'What's going to happen next?' Time series data hold the answers, and Bayesian methods represent the cutting edge in learning what they have to say. This ambitious book is the first unified treatment of the emerging knowledge-base in Bayesian time series techniques. Exploiting the unifying framework of probabilistic graphical models, the book covers approximation schemes, both Monte Carlo and deterministic, and introduces switching, multi-object, non-parametric and agent-based models in a variety of application environments. It demonstrates that the basic framework supports the rapid creation of models tailored to specific applications and gives insight into the computational complexity of their implementation. The authors span traditional disciplines such as statistics and engineering and the more recently established areas of machine learning and pattern recognition. Readers with a basic understanding of applied probability, but no experience with time series analysis, are guided from fundamental concepts to the state-of-the-art in research and practice.

Lisätietoja

Julkaisija Cambridge University Press
Julkaisuvuosi 2015
Kannen tyyppi Kovakantinen
EAN 9780521196765
Kirjoita oma arvostelusi
Arvostelet: Bayesian Time Series Models
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215,55 € 287,40 €