Könyv Dynamic Linear Models with R Giovanni Petris

Dynamic Linear Models with R

Szerző: Giovanni Petris
Nyelv: Angol
Kötés: Puha kötésű
Elérhetőség: Beszállítói készleten
Küldés 10-18 napon belül
39 152 Ft
State space models have gained tremendous popularity in recent years in as disparate fields as engin...

Információk a könyvről

Szerző
Nyelv
Angol
Kötés
Könyv - Puha kötésű
Kiadva
2009
oldal
252
EAN
9780387772370
ISBN
0387772375
Enbook ID
04066885
Súly
412
Méretek
232 x 155 x 20

Teljes leírás

State space models have gained tremendous popularity in recent years in as disparate fields as engineering, economics, genetics and ecology. After a detailed introduction to general state space models, this book focuses on dynamic linear models, emphasizing their Bayesian analysis. Whenever possible it is shown how to compute estimates and forecasts in closed form; for more complex models, simulation techniques are used. A final chapter covers modern sequential Monte Carlo algorithms.§The book illustrates all the fundamental steps needed to use dynamic linear models in practice, using R. Many detailed examples based on real data sets are provided to show how to set up a specific model, estimate its parameters, and use it for forecasting. All the code used in the book is available online.§No prior knowledge of Bayesian statistics or time series analysis is required, although familiarity with basic statistics and R is assumed.

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