Lag selection in unit root tests: a literature review

The econometric analysis may be one of the most common ways to model and forecast different time series problems, such as the electricity demand. In this type of analysis, the presence of unit root may lead to unreliable forecasts. Hence, the correct identification of the presence of unit root on th...

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Detalhes bibliográficos
Autores: Silveira, Anderson Garcia, Mattos, Viviane Leite Dias de, Nakamura, Luiz Ricardo, Amaral, Mariane Coelho, Konrath, Andrea Cristina
Tipo de documento: artigo
Estado:Versão publicada
Data de publicação:2022
País:Brasil
Recursos:Centro Universitário de Belo Horizonte (UNIBH)
Repositório:Revista e-xacta
Idioma:português
OAI Identifier:oai:ojs.periodicos.uninove.br:article/22061
Acesso em linha:https://periodicos.uninove.br/exacta/article/view/22061
Access Level:Acceso aberto
Palavra-chave:unit root
lag selection
electricity demand
stationarity
raiz unitária
seleção de defasagens
demanda por eletricidade
estacionariedade
Descrição
Resumo:The econometric analysis may be one of the most common ways to model and forecast different time series problems, such as the electricity demand. In this type of analysis, the presence of unit root may lead to unreliable forecasts. Hence, the correct identification of the presence of unit root on the series to be modeled is essential. In order to perform this task, unit root tests, such as ADF, can be applied. One of key steps in this test procedure is to properly select the number of lags to be used. In this paper, we present in both quantitative and qualitative ways, that research on this subject is in expansion and there is no consensus on how to select the number of lags to be applied in the test. Therefore, it is evident that this is a subject in which further research is needed.