May I know what $x,y,z$ in ARProcess[x,{y},z]
mean?
ma = EstimatedProcess[detrend, ARProcess[1]]
(* Out: ARProcess[-1.14364*10^-13, {0.235799}, 0.00209441] *)
Did you check the manual for ARProcess
?
You have a numbers (not matrices), thus you need this and this rules:
ARProcess[{a1,…,ap},v]
represents a weakly stationary autoregressive process of orderp
with normal white noise variancev
.
ARProcess[c,…]
represents an AR process with a constantc
.
Thus, in your case you have an AR process of degree 1 with constant c
equal to -1.14364*10^-13
(zero means), coefficient of an AR process 0.235799
and a variance of residuals equal to 0.00209441
.
Manipulate[
Module[{f = RandomFunction[ARProcess[x, {y}, z], {1, 10^2}]},
ListPlot[SeedRandom[1234]; f,
Filling -> Axis,
PlotRange -> {Automatic, {-0.5, 0.5}}]],
{{x, -a}, -1, 1},
{{y, b}, -3*b, 3*b},
{{z, c}, $MinMachineNumber, 20*c},
Initialization :> (a = 1.14364*10^-13; b = 0.235799; c = 0.00209441)]
ARProcess[x, {y}, z]
represents a first order autoregressive process. If you play around with the RandomFunction
defined by the process in the code above, you'll see that $x$ is a constant offset, $y$ is a process parameter, and $z$ represents the variance.