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(a) Let {et​} be a zero-mean, unit-variance white noise process. Consider a process that begins at time t=0 and is defin

Posted: Thu Jul 14, 2022 4:51 pm
by answerhappygod
A Let Et Be A Zero Mean Unit Variance White Noise Process Consider A Process That Begins At Time T 0 And Is Defin 1
A Let Et Be A Zero Mean Unit Variance White Noise Process Consider A Process That Begins At Time T 0 And Is Defin 1 (58.42 KiB) Viewed 33 times
(a) Let {et​} be a zero-mean, unit-variance white noise process. Consider a process that begins at time t=0 and is defined recursively as follows. Let Y0​=c1​e0​ and Y1​=c2​Y0​+e1​. Then let Yt​=φ1​Yt−1​+φ2​Yt−2​+et​ for t>1 as in an AR(2) process. Show that the process mean is zero. (5 marks) (b) Suppose that {Yt​} is generated according to Yt​=10+et​−21​et−1​+41​et−2​, with et​∼N(0,1). (i) Identify the model Yt​. (2 marks) (ii) Find the mean and covariance functions for {Yt​}. Is {Yt​} stationary? (2+5+1 marks) (iii) Find the mean and covariance functions for {∇Yt​}. Is {∇Yt​} stationary? (2+5+1 marks) (vi) Determine ρ1​ and ρ2​. (6 marks) (v) Using (vi) or otherwise, determine ϕ11​ and ϕ22​. (4 marks)