Academic Catalog

STAT562 UNIVARIATE TIME SERIES ANALYSIS

Course Code: 2460562
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 7.0
Department: Statistics
Language of Instruction: English
Level of Study: Graduate
Course Coordinator: Prof.Dr. CEYLAN YOZGATLIGÝL
Offered Semester: Fall or Spring Semesters.

Course Content

Fundamental concepts in univariate time domain analyses. properties of autocovarience and autocorrelation of time series. stationary and nonstationary models. difference equations. autoregressive integrated moving average processes. model identification. parameter estimation. model selection. time series forecasting. seasonal time series models. testing for a unit root. intervention analysis. outlier detection. handling missing observations in time series. Fourier series. spectral theory of stationary processes and the estimation of the spectrum.