10–14 Sept 2023
Europe/Madrid timezone

The Best Model May Not Be Good Enough

Not scheduled
30m
2.11

2.11

Other/special session/invited session INVITED South American

Speaker

Prof. André Luis Santos de pinho (Universidade Federal do Rio Grande do Norte)

Description

It is common to use model performance measures, such as AIC and BIC, to evaluate how well the model fits the data. This work illustrates that we need to go beyond these measures to assess a model's capability to represent the data. There are several ways to achieve that. Here we focus on a graphical approach using the probability integral transform (PIT) histogram. We present a situation in time series with non-negative integer values with more ones than the probabilistic model was able to explain.

Keywords integer valued time series, probability distribution, Engineering Statistics

Primary authors

Prof. André Luis Santos de pinho (Universidade Federal do Rio Grande do Norte) Prof. LUZ MILENA ZEA FERNANDEZ (Universidade Federal do Rio Grande do Norte) Ms BEATRIZ ARIADNA DA SILVA CIRIACO (Universidade Federal do Rio Grande do Norte)

Presentation materials

There are no materials yet.