What is Moving Average?




ARIMA
Knowledge Center

Translate

Forum
3
GANESH GUPTA
India

What is Moving Average?

🔥NEW What is the moving average and how can we calculate this?
 
Comments

Rating

 
1
Anonymous
 

What is Moving Average?

A moving average is defined as "a succession of averages derived from successive segments (typically of constant size and overlapping) of a series of values".
In general they are used to identify the trend direction.

In statistics, a moving average (rolling average or running average) is a calculation to analyze data points by creating a series of averages of different subsets of the full data set. It is also called a moving mean or rolling mean. The main types (variations) of moving average are:
- Simple Moving Average
- Cumulative Moving Average
- Weighted Moving Average

Given a series of numbers and a fixed subset size, the first element of the moving average is obtained by taking the average of the initial fixed subset of the number series. Then the subset is modified by "shifting forward"; that is, excluding the first number of the series and including the next value in the subset.

A moving average is commonly used with time series data to smooth out short-term fluctuations and highlight longer-term trends or cycles. The threshold between short-term and long-term depends on the application, and the parameters of the moving average will be set accordingly.

For example, it is often used in technical analysis of financial data, like stock prices, returns or trading volumes. It is also used in economics to examine gross domestic product, employment or other macroeconomic time series. Viewed simplistically it can be regarded as smoothing the data.

Source: Wikipedia.

   

More on ARIMA:
Summary
Discussion Topics
ARIMA model or Time Fourier series
Combining the ARIMA model with a Nonlinear or Regression Model
👀What is Moving Average?
Special Interest Group

Do you know a lot about ARIMA? Become our SIG Leader

ARIMA
Knowledge Center



About 12manage | Advertising | Link to us / Cite us | Privacy | Suggestions | Terms of Service
© 2023 12manage - The Executive Fast Track. V16.1 - Last updated: 23-3-2023. All names ™ of their owners.