Questions tagged [parameter-identification]

3 questions
0
votes
0 answers

Properties of joint distribution over observed data generated after training a latent variable model

I have a Latent variable model like this White nodes are observed and gray nodes are latent. $\theta = \{\theta_U, \theta_X, \theta_M, \theta_{MY}, \theta_{UY}\}$ are the parameters of this model that we treat as random variables and define a prior…
0
votes
1 answer

Effect on GARCH innovations after scaling by a constant

I wish to fit the innovations resulting from a GARCH (1,1) process to either a student-t or an NIG distribution. For stability, I had to scale my data before applying GARCH. How will this affect the resulting innovations? I have taken a look at…
0
votes
0 answers

Caveats regarding the choice of the elementary panel model

Lets compare three panel most basic models: pooled, random effects, fixed effects. I observe common belief, that the fixed effect model estimation is "less biased", than in the other models. The only cost of this model is said to be less…