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Univariate Time Series Analytics & Modeling with EViews · LearnSpace
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Univariate Time Series Analytics & Modeling with EViews

Курс от EDUCBA
Средний≈ 4.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Build practical skills in univariate time series analysis by learning how to apply and evaluate ARMA (AutoRegressive Moving Average) models using EViews. This course is designed for learners with foundational statistical knowledge who want to develop reliable time series models through hands-on analysis and model diagnostics. You will begin by exploring the fundamentals of univariate time series modeling, including the interpretation of correlograms, autocorrelation, and partial autocorrelation using real-world data in EViews. As you progress, you will learn how to estimate ARMA models, interpret estimation outputs, evaluate parameter significance, and assess model performance using residual analysis, correlograms, and the Ljung-Box Q test. Through practical demonstrations, exercises, and quizzes, you will strengthen your ability to identify suitable model structures, validate model adequacy, and refine models using statistical evidence. By the end of the course, you will be able to construct, interpret, and evaluate univariate ARMA models in EViews for forecasting and analytical applications, building a solid foundation in time series modeling.

Навыки, которые вы освоите

Time Series Analysis and ForecastingStatistical ModelingExploratory Data AnalysisForecastingStatistical SoftwareData AnalysisStatistical Hypothesis TestingPlot (Graphics)Data Analysis SoftwareModel EvaluationVerification And ValidationAnalysisPredictive ModelingCorrelation AnalysisStatistical Methods

Программа курса

2 модулей · 21 учебных материалов

01Foundations of Univariate Time Series Modeling11 материалов

Fundamentals of Time Series and Correlogram Concepts

Univariate Time Series ModellingВидеоExample of Univariate Time Series ModellingВидеоUnderstanding and Implementing CorrelogramВидеоFundamentals of Time Series and Correlogram ConceptsЗадание

Deep Dive into Correlogram Analysis

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EDUCBA

Преподаватель курса

Univariate Time Series Analytics & Modeling with EViews
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 4.9 ч

2 модулей

Язык: Английский

Субтитры: Венгерский, Казахский

Часть программы вашего университета
Correlogram AnalysisВидео
Correlogram Analysis ContinuesВидео
Estimation Output Analysis and InterpretationВидео
Deep Dive into Correlogram AnalysisЗадание
Interpreting Correlograms and Diagnosing Time Series Models in EViewsDIALOGUE
Graded - Foundations of Univariate Time Series ModelingЗадание
Identifying Autocorrelation in Univariate Time Series Using CorrelogramsDIALOGUE
02ARMA Modeling and Diagnostic Techniques10 материалов

Interpreting and Estimating ARMA Models

Interpretation of the ARMA ModelВидеоInterpretation of the ARMA Model ContinuesВидеоCorrelogram Estimation of Output ModelВидеоInterpreting and Estimating ARMA ModelsЗадание

Practical Correlogram Use in ARMA

Correlogram Estimation of ARMA ModelВидеоMore on ARMA ModelВидеоCorrelogram and Estimation Output for ARMA ModelВидеоPractical Correlogram Use in ARMAЗаданиеGraded - ARMA Modeling and Diagnostic TechniquesЗаданиеDiagnosing and Validating an ARMA Model Using EViewsDIALOGUE