000 02344cam a2200289 a 4500
008 100423s2010 flua b 001 0 eng
020 _a9781420093360 (hardback : acidfree paper)
040 _aDLC
_cDLC
050 0 0 _aQA280
_b.P723 2010
082 0 0 _a519.5'5
_bPRA
100 1 _aPrado, Raquel.
245 1 0 _aTime series :
_bmodeling, computation, and inference /
260 _aBoca Raton :
_bCRC Press,
_cc2010.
300 _axx, 353 p. :
440 1 _aChapman & Hall/CRC texts in statistical science series
500 _a"A Chapman & Hall Book".
504 _aIncludes bibliographical references (p. 321-337) and indexes.
520 _a"Focusing on Bayesian approaches and computations using up-to-date simulation-based methods for inference, Time Series: Modeling, Computation, and Inference integrates mainstream approaches for time series modeling with significant recent developments in methodology and applications of time series analysis. It encompasses a graduate-level account of Bayesian time series modeling and analysis, a broad range of references to state-of-the-art approaches to univariate and multivariate time series analysis, and emerging topics at research frontiers. The book presents overviews of several classes of models and related methodology for inference, statistical computation for model fitting and assessment, and forecasting. The authors also explore the connections between time- and frequency-domain approaches and develop various models and analyses using Bayesian tools, such as Markov chain Monte Carlo (MCMC) and sequential Monte Carlo (SMC) methods. They illustrate the models and methods with examples and case studies from a variety of fields, including signal processing, biomedicine, and finance. Data sets, R and MATLABĀ® code, and other material are available on the authors' websites. Along with core models and methods, this text offers sophisticated tools for analyzing challenging time series problems. It also demonstrates the growth of time series analysis into new application areas."--Publisher's description.
590 _arua 19/07/13
591 _aLoan
650 0 _aTime-series analysis
650 0 _aBayesian time series analysis
650 0 _aUnivariate and multivariate time series analysis
700 1 _aWest, Mike,
942 _2ddc
_cBOOK
949 _a519.5'5 PRA
999 _c1029
_d1029