gen_ma1: Generate an Moving Average Order 1 (MA(1)) Process

Description Usage Arguments Details Value Process Definition Generation Algorithm Examples

View source: R/RcppExports.R

Description

Generate an MA(1) Process given θ and σ^2.

Usage

1
gen_ma1(N, theta = 0.3, sigma2 = 1)

Arguments

N

An integer for signal length.

theta

A double that contains moving average.

sigma2

A double that contains process variance.

Details

The function implements a way to generate the x[t] values without calling the general ARMA function.

Value

A vec containing the MA(1) process.

Process Definition

The Moving Average order 1 (MA(1)) process with non-zero parameter theta in (-1,+1) and sigma^2 in R^{+}. This process is defined as:

x[t] = W[t] + theta*W[t-1]

, where

W[t] ~ N(0,sigma^2) iid

Generation Algorithm

The function first generates a vector of white noise using gen_wn and then obtains the MA values under the above equation.

The X[0] (first value of X[t]) is discarded.

Examples

1
gen_ma1(10, .2, 1.2)

SMAC-Group/gmwm documentation built on Sept. 11, 2021, 10:06 a.m.