Skip to content

A stock price prediction model based on ARMA and GARCH

Notifications You must be signed in to change notification settings

Nyarukotep/ARMA-GARCH-Model

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

8 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

ARMA-GARCH-Model

A stock price prediction model based on ARMA and GARCH.

The combination of ARMA and GARCH could be used as a tool to predict stock prices, which is better than AR and MA models.
The ARMA-GARCH model used ARMA for the linear part and GARCH for the residual part.

where 𝑐, 𝜑, 𝜃 are given by ARMA and 𝜔, 𝛼, 𝛽 are given by GARCH.

Prediction result

AR model(Goldman Sachs):

MA model(Goldman Sachs):

ARMA model(Goldman Sachs):

ARMA-GARCH model(Goldman Sachs):

ARMA-GARCH model(General Motors):

ARMA-GARCH model(IBM):

ARMA-GARCH model(Microsoft):

ARMA-GARCH model(Tesla):

About

A stock price prediction model based on ARMA and GARCH

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published