ARMAX

Concept and definition

ARMAX

What is ARMAX?

ARMAX is a statistical model used in the analysis of time series and in the prediction of dynamic variables. ARMAX is an acronym for "AutoRegressive Moving Average model with eXogenous inputs".

The ARMAX model combines autoregressive (AR) and moving average (MA) models with exogenous variables (X) to model the relationship between a variable of interest and other explanatory variables. The ARMAX model is useful when future values of the variable of interest may depend on past values of the same variable, as well as on past values of other related variables.

In practice, the ARMAX model can be fitted to the data by identifying the AR, MA and X parameters that best describe the time series. The fitted model can then be used to make future predictions or to analyze the relationship between the variable of interest and exogenous variables.

The ARMAX model was originally proposed in the paper "Transfer Function Modeling and Digital Simulation for Non-Gaussian Processes" written by George E. P. Box and Gwilym M. Jenkins in 1976. This paper is considered to be one of the seminal works in time series model theory and has been widely cited in the statistics and econometrics literature. Since then, several extensions and variations of the ARMAX model have been proposed to address different problems in time series analysis.

« Back to glossary

Do you want to get in touch?

CDRs contain data that a telecommunications company collects about phone calls, such as time and length of call. This data can be used in analytical applications.
Fill the form
Share:
AI in the energy sector: main use cases

There is a consensus among executives of the world's leading companies about the crucial impact that Artificial Intelligence (AI) will have on the [...]

Read More »
Industry 4.0 and its main characteristics

Industry 4.0 or the Fourth Industrial Revolution is based on the integration of digital technologies in the production and processing of goods and services.

Read More »
The Artificial Intelligence Law: A Brief Explanation

Since 2008, several countries have enacted legislation that recognizes the importance of integrating artificial intelligence (AI) into key areas of life [...]

Read More »
Basic concepts for building commercial software with artificial intelligence

The first thing you need to know is the limits of AI and after mastering the basic concepts you will be able to build a large commercial software with intelligent [...]

Read More »
See more entries
© Gamco 2021, All Rights Reserved - Legal notice - Privacy - Cookies