Time Series Analysis and Forecasting using R

سرفصل های دوره

1. Introduction

1. Introduction to Business Analytics Forecasting

2. Getting Started

1. What is Forecasting

2. What is Forecasting Continues

3. Methods of Forecasting

4. Steps of Forecasting

5. Problems with Forecasting

3. Simple Forecasting Methods

1. Simple Forecasting Methods

2. Methods in Simple Forecasting Methods

3. Example of Simple Forecasting Methods

4. Transformations and Adjustments

1. Transformations and Adjustments

2. Transformations and Adjustments Example

3. Forecasting Accuracy

4. Simple Regression in Forecasting

5. Simple Regression in Forecasting Continues

5. Simple Regression and Multiple Linear Regression

1. Example of Simple Regression in Forecasting

2. Non Linear Regression

3. Forecasting with Regression

4. Time Series Regression

5. Time Series Regression Continues

6. Multiple Linear Regression

7. Predictors Forecasting for Formula

6. Time Series Decomposition

1. Time Series Decomposition

2. Time Series Decomposition Continues

3. Forecasting with Decomposition

4. Exponential Smoothing in Forecasting

5. ARIMA Modelling

7. Model

1. Auto Regressive Model

2. Moving Average Model

3. Non Seasonal ARIMA

4. ACF and PACF plot in Forecasting

5. More on ARIMA Modelling

6. Seasonal ARIMA Modelling

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تولید کننده: Udemy