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Time Series Analysis

Detalles Bibliográficos
Autor principal: Palma, Wilfredo
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2016.
Colección:New York Academy of Sciences Ser.
Temas:
Acceso en línea:Texto completo

MARC

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020 |a 9781118634349 
020 |a 1118634349 
035 |a (OCoLC)1347025521 
082 0 4 |a 519.5/5  |q OCoLC  |2 23/eng/20231120 
049 |a UAMI 
100 1 |a Palma, Wilfredo. 
245 1 0 |a Time Series Analysis  |h [electronic resource]. 
260 |a Newark :  |b John Wiley & Sons, Incorporated,  |c 2016. 
300 |a 1 online resource (629 p.). 
490 1 |a New York Academy of Sciences Ser. 
500 |a Description based upon print version of record. 
505 0 |a Intro -- Title Page -- Copyright -- Table of Contents -- PREFACE -- ACKNOWLEDGMENTS -- ACRONYMS -- ABOUT THE COMPANION WEBSITE -- CHAPTER 1: INTRODUCTION -- 1.1 TIME SERIES DATA -- 1.2 RANDOM VARIABLES AND STATISTICAL MODELING -- 1.3 DISCRETE-TIME MODELS -- 1.4 SERIAL DEPENDENCE -- 1.5 NONSTATIONARITY -- 1.6 WHITENESS TESTING -- 1.7 PARAMETRIC AND NONPARAMETRIC MODELING -- 1.8 FORECASTING -- 1.9 TIME SERIES MODELING -- 1.10 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 2: LINEAR PROCESSES -- 2.1 DEFINITION -- 2.2 STATIONARITY -- 2.3 INVERTIBILITY -- 2.4 CAUSALITY 
505 8 |a 2.5 REPRESENTATIONS OF LINEAR PROCESSES -- 2.6 WEAK AND STRONG DEPENDENCE -- 2.7 ARMA MODELS -- 2.8 AUTOCOVARIANCE FUNCTION -- 2.9 ACF AND PARTIAL ACF FUNCTIONS -- 2.10 ARFIMA PROCESSES -- 2.11 FRACTIONAL GAUSSIAN NOISE -- 2.12 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 3: STATE SPACE MODELS -- 3.1 INTRODUCTION -- 3.2 LINEAR DYNAMICAL SYSTEMS -- 3.3 STATE SPACE MODELING OF LINEAR PROCESSES -- 3.4 STATE ESTIMATION -- 3.5 EXOGENOUS VARIABLES -- 3.6 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 4: SPECTRAL ANALYSIS -- 4.1 TIME AND FREQUENCY DOMAINS -- 4.2 LINEAR FILTERS -- 4.3 SPECTRAL DENSITY 
505 8 |a 4.4 PERIODOGRAM -- 4.5 SMOOTHED PERIODOGRAM -- 4.6 EXAMPLES -- 4.7 WAVELETS -- 4.8 SPECTRAL REPRESENTATION -- 4.9 TIME-VARYING SPECTRUM -- 4.10 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 5: ESTIMATION METHODS -- 5.1 MODEL BUILDING -- 5.2 PARSIMONY -- 5.3 AKAIKE AND SCHWARTZ INFORMATION CRITERIA -- 5.4 ESTIMATION OF THE MEAN -- 5.5 ESTIMATION OF AUTOCOVARIANCES -- 5.6 MOMENT ESTIMATION -- 5.7 MAXIMUM-LIKELIHOOD ESTIMATION -- 5.8 WHITTLE ESTIMATION -- 5.9 STATE SPACE ESTIMATION -- 5.10 ESTIMATION OF LONG-MEMORY PROCESSES -- 5.11 NUMERICAL EXPERIMENTS -- 5.12 BAYESIAN ESTIMATION 
505 8 |a 5.13 STATISTICAL INFERENCE -- 5.14 ILLUSTRATIONS -- 5.15 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 6: NONLINEAR TIME SERIES -- 6.1 INTRODUCTION -- 6.2 TESTING FOR LINEARITY -- 6.3 HETEROSKEDASTIC DATA -- 6.4 ARCH MODELS -- 6.5 GARCH MODELS -- 6.6 ARFIMA-GARCH MODELS -- 6.7 ARCH(∞) MODELS -- 6.8 APARCH MODELS -- 6.9 STOCHASTIC VOLATILITY -- 6.10 NUMERICAL EXPERIMENTS -- 6.11 DATA APPLICATIONS -- 6.12 VALUE AT RISK -- 6.13 AUTOCORRELATION OF SQUARES -- 6.14 THRESHOLD AUTOREGRESSIVE MODELS -- 6.15 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 7: PREDICTION -- 7.1 OPTIMAL PREDICTION 
505 8 |a 7.2 ONE-STEP AHEAD PREDICTORS -- 7.3 MULTISTEP AHEAD PREDICTORS -- 7.4 HETEROSKEDASTIC MODELS -- 7.5 PREDICTION BANDS -- 7.6 DATA APPLICATION -- 7.7 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 8: NONSTATIONARY PROCESSES -- 8.1 INTRODUCTION -- 8.2 UNIT ROOT TESTING -- 8.3 ARIMA PROCESSES -- 8.4 LOCALLY STATIONARY PROCESSES -- 8.5 STRUCTURAL BREAKS -- 8.6 BIBLIOGRAPHIC NOTES -- Problems -- CHAPTER 9: SEASONALITY -- 9.1 SARIMA MODELS -- 9.2 SARFIMA MODELS -- 9.3 GARMA MODELS -- 9.4 CALCULATION OF THE ASYMPTOTIC VARIANCE -- 9.5 AUTOCOVARIANCE FUNCTION -- 9.6 MONTE CARLO STUDIES -- 9.7 ILLUSTRATION 
500 |a 9.8 BIBLIOGRAPHIC NOTES 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
655 0 |a Electronic books. 
758 |i has work:  |a Time series analysis (Text)  |1 https://id.oclc.org/worldcat/entity/E39PCGkQt4TCDPyxpydHp7RrpX  |4 https://id.oclc.org/worldcat/ontology/hasWork 
776 0 8 |i Print version:  |a Palma, Wilfredo  |t Time Series Analysis  |d Newark : John Wiley & Sons, Incorporated,c2016  |z 9781118634325 
830 0 |a New York Academy of Sciences Ser. 
856 4 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=7103907  |z Texto completo 
938 |a ProQuest Ebook Central  |b EBLB  |n EBL7103907 
994 |a 92  |b IZTAP