1.

Record Nr.

UNINA9910821021303321

Autore

Kosenda Evzen

Titolo

Elements of time series econometrics : an applied approach / / Evzen Kosenda, Alexandr Cerný

Pubbl/distr/stampa

[Prague, Czech Republic] : , : Karolinum Press, , 2015

©2015

ISBN

80-246-3198-9

Edizione

[Third edition.]

Descrizione fisica

1 online resource (220 p.)

Disciplina

519.55

Soggetti

Time-series analysis - Mathematical models

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references at the end of each chapters and index.

Nota di contenuto

Cover; CONTENTS; INTRODUCTION; 1. THE NATURE OF TIME SERIES; 1.1 DESCRIPTION OF TIME SERIES; 1.2 WHITE NOISE; 1.3 STATIONARITY; 1.4 TRANSFORMATIONS OF TIME SERIES; 1.5 TREND, SEASONAL, AND IRREGULAR PATTERNS; 1.6 ARMA MODELS OF TIME SERIES; 1.7 STYLIZED FACTS ABOUT TIME SERIES; 2. DIFFERENCE EQUATIONS; 2.1 LINEAR DIFFERENCE EQUATIONS; 2.2 LAG OPERATOR; 2.3 THE SOLUTION OF DIFFERENCE EQUATIONS; 2.3.1 PARTICULAR SOLUTION AND LAG OPERATORS; 2.3.2 SOLUTION BY ITERATION; 2.3.3 HOMOGENOUS SOLUTION; 2.3.4 PARTICULAR SOLUTION; 2.4 STABILITY CONDITIONS; 2.5 STABILITY AND STATIONARITY

3. UNIVARIATE TIME SERIES3.1 ESTIMATION OF AN ARMA MODEL; 3.1.1 AUTOCORRELATION FUNCTION - ACF; 3.1.2 PARTIAL AUTOCORRELATION FUNCTION - PACF; 3.1.3 Q-TESTS; 3.1.4 DIAGNOSTICS OF RESIDUALS; 3.1.5 INFORMATION CRITERIA; 3.1.6 BOX-JENKINS METHODOLOGY; 3.2 TREND IN TIME SERIES; 3.2.1 DETERMINISTIC TREND; 3.2.2 STOCHASTIC TREND; 3.2.3 STOCHASTIC PLUS DETERMINISTIC TREND; 3.2.4 ADDITIONAL NOTES ON TRENDS IN TIME SERIES; 3.3 SEASONALITY IN TIME SERIES; 3.3.1 REMOVING SEASONAL PATTERNS; 3.3.2 ESTIMATING SEASONAL PATTERNS; 3.3.3 DETECTING SEASONAL PATTERNS; 3.3.4 HODRICK-PRESCOTT FILTER

3.4 UNIT ROOTS3.4.1 DICKEY-FULLER TEST; 3.4.2 AUGMENTED DICKEY-FULLER TEST; 3.4.3 PHILLIPS-PERRON TEST; 3.4.4



SHORTCOMINGS OF THE STANDARD UNIT ROOT TESTS; 3.4.5 KPSS TEST; 3.5 UNIT ROOTS AND STRUCTURAL CHANGE; 3.5.1 PERRON'S TEST; 3.5.2 ZIVOT AND ANDREWS' TEST; 3.6 DETECTING A STRUCTURAL CHANGE; 3.6.1 SINGLE STRUCTURAL CHANGE; 3.6.2 MULTIPLE STRUCTURAL CHANGE; 3.7 NON-LINEAR STRUCTURE AND CONDITIONAL HETEROSKEDASTICITY; 3.7.1 CONDITIONAL AND UNCONDITIONAL EXPECTATIONS; 3.7.2 ARCH MODEL; 3.7.3 GARCH MODEL; 3.7.4 DETECTING CONDITIONAL HETEROSKEDASTICITY; 3.7.5 THE BDS TEST

3.7.6 AN ALTERNATIVE TO THE BDS TEST: INTEGRATION ACROSS THE CORRELATION INTEGRAL3.7.7 IDENTIFICATION AND ESTIMATION OF A GARCH MODEL; 3.7.8 EXTENSIONS OF ARCH-TYPE MODELS; 3.7.9 MULTIVARIATE (G)ARCH MODELS; 3.7.10 STRUCTURAL BREAKS IN VOLATILITY; 4. MULTIPLE TIME SERIES; 4.1 VAR MODELS; 4.1.1 STRUCTURAL FORM, REDUCED FORM, AND IDENTIFICATION; 4.1.2 STABILITY AND STATIONARITY OF VAR MODELS; 4.1.3 ESTIMATION OF A VAR MODEL; 4.2 GRANGER CAUSALITY; 4.3 COINTEGRATION AND ERROR CORRECTION MODELS; 4.3.1 DEFINITION OF COINTEGRATION; 4.3.2 THE ENGLE-GRANGER METHODOLOGY

4.3.3 EXTENSIONS TO THE ENGLE-GRANGER METHODOLOGY4.3.4 THE JOHANSEN METHODOLOGY; 5. PANEL DATA AND UNIT ROOT TESTS; 5.1 LEVIN, LIN, AND CHU PANEL UNIT-ROOT TEST WITH A NULL OF UNIT ROOT AND LIMITED COEFFICIENTS HETEROGENEITY; 5.2. IM, PESARAN, AND SHIN UNIT-ROOT TEST WITH A NULL OF UNIT ROOT AND HETEROGENEOUS COEFFICIENTS; 5.3 HADRI UNIT-ROOT TESTS WITHA NULL OF STATIONARITY; 5.4 BREUER, MCNOWN, AND WALLACETEST FOR CONVERGENCE; 5.5 VOGELSANG TEST FOR β-CONVERGENCE; APPENDIX A - MONTE CARLO SIMULATIONS; APPENDIX B - STATISTICAL TABLES; REFERENCES; INDEX