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Schedule and Textbooks Information


Spring 2023 Schedule and Textbook Information for STAT 420

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We believe the information about textbooks to be accurate, but the Purdue University Bookstores are the official source of information on textbooks. Please check with them for verification before purchasing texts for a specific academic semester or session.

STAT 420 - Textbook(s) for Spring 2023

CRNTitleAuthorISBNVersionReq/Opt
ALLTime Series Analysis with Applications in RJonathan D. Cryer, Kung-Sik Chan97803877595862ndY


STAT 420 - Schedule information for Spring 2023

CRNSectionInstructorDayTimeRoom
27851001Michael LevineTR1:30-2:45pmWALC 1121
42903002Michael LevineTR3:00-4:15pmWALC 1121

STAT 420 - Course Outline

Topics
  1. Introduction. Examples of Time Series. Deterministic, Stochastic, and Chaotic Processes. Stationary Processes.
  2. Linear Time Series Models. Autoregressive (AR), Moving Average (MA), ARMA Models.
  3. Estimation, Data Analysis, and Forecasting with ARMA Models.
  4. Resampling Methods for Confidence Intervals.
  5. Nonstationary and Seasonal Time series. Modeling and Forecasting with ARIMA Models.
  6. Multivariate Time Series Modeling. State-Space Models and the Kalman Filter.
  7. Nonlinear Time Series Models. ARCH and CARCH Models.
  8. Spectral Analysis.
  9. Smoothing in Time Series

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