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Time Series

2019/2020
Учебный год
ENG
Обучение ведется на английском языке
3
Кредиты
Статус:
Курс по выбору
Когда читается:
3-й курс, 1 модуль

Преподаватель

Course Syllabus

Abstract

Time series analysis is one of the natural extensions of Econometrics I and other corresponding econometrics related courses. The focus of the course is adopting and extending techniques and results from the baseline econometrics courses to the case of time series related theoretical and empirical problems
Learning Objectives

Learning Objectives

  • supposed to provide the students with a set of tools that are useful for both theoretical and empirical modeling of dynamic economic data coming in the form of both univariate and multivariate time series
  • content covers (but not limited to) an overview of the crucial theoretical results of contemporary time series econometrics and of the approaches towards empirical application of these results to empirical data and tasks, including estimation of dynamic economic models and practical forecasting.
Expected Learning Outcomes

Expected Learning Outcomes

  • students will be able to statistically describe and analyze various dynamic economic data coming in the form of time series
  • construct and analyze models of the corresponding economic processes
  • construct relevant predictions of the data
Course Contents

Course Contents

  • Inroduction to the course
  • Stationarity
  • Linear modeling
  • Prediction
  • Stationary linear regression
  • Structural breaks and stability
Assessment Elements

Assessment Elements

  • non-blocking Quiz
  • non-blocking Project
  • non-blocking Exam
Interim Assessment

Interim Assessment

  • Interim assessment (1 module)
    0.67 * Exam + 0.264 * Project + 0.066 * Quiz
Bibliography

Bibliography

Recommended Core Bibliography

  • Bell, W. R., Holan, S. H., & McElroy, T. (2012). Economic Time Series : Modeling and Seasonality. Boca Raton, FL: Chapman and Hall/CRC. Retrieved from http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edsebk&AN=445858

Recommended Additional Bibliography

  • Tsay, R. S. (2010). Analysis of Financial Time Series (Vol. 3rd ed). Hoboken, N.J.: Wiley. Retrieved from http://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edsebk&AN=334288