000 02647nam a2200337 a 4500
005 20250918130045.0
008 110315s2010 flua b 001 0 eng
020 _a9781420093360 (hbk.)
_cRM258.50
039 9 _a201111211521
_bzabidah
_c201111211519
_dzabidah
_c201110311114
_dfarid
_c201106300854
_dzaina
_y03-15-2011
_zidah
040 _aUKM
090 _aQA280.P738 3
090 _aQA280
_b.P738
100 1 _aPrado, Raquel.
245 1 0 _aTime series :
_bmodeling, computation, and inference /
_cRaquel Prado, Mike West.
260 _aBoca Raton, FL. :
_bCRC Press,
_c2010.
300 _axx, 353 p. :
_bill. ;
_c25 cm.
490 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 MATLAB{u08EF}de, 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.
650 0 _aTime-series analysis
_vTextbooks.
700 1 _aWest, Mike,
_d1959-
830 0 _aTexts in statistical science.
907 _a.b14968976
_b2021-05-28
_c2019-11-12
942 _c01
_n0
_kQA280.P738 3
914 _avtls003458851
990 _azsz
991 _aFakulti Sains & Teknologi (FST)
998 _al
_at
_b2011-02-03
_cm
_da
_feng
_gflu
_y0
_z.b14968976
999 _c481723
_d481723