TY - CHAP
T1 - Detection of Outliers in The Peruvian Fruit Production Time Series Using Arima Models
AU - Chávez, Manuel
AU - Chávez, Israel
AU - Torres, Eduardo
AU - Atoche, Sandro
AU - Palacios, Stefano
AU - Trelles, Luis
AU - Aldana, Cristhian
AU - Saavedra, Yesenia
AU - Mendoza, Gustavo
AU - Chuquihuanca, Nelson
N1 - Publisher Copyright:
© 2022, AHFE International. All rights reserved.
PY - 2022
Y1 - 2022
N2 - The present applied, non-experimental, descriptive and prognostic research; was aimed at detecting outliers in the agricultural production of Mangifera indica (mango), Persea americana (avocado) and Citrus x aurantifolia (lemon) at the national level, was performed by applying an ARIMA Model. To fulfill it purposes, documentary analysis was used at the National Institute of Statistics and Informatics (In Spanish, INEI). The study sample consisted of the mango, avocado and lemon production indices 2000-2020. As a result, the models were obtained arima mango (1,0,0) (2,1,2) (AIC=5448.99, BIC=5473.35 and RMSE=19067.93), arima avocado (0,1,3) (2,1,0) (AIC=4687.05, BIC=4707.91 and RMSE=4114.35) and arima lemon (1,0,1) (0,1,1) (AIC=4484.36, BIC=4501.76 and RMSE=2551.96) with a 12 months period, the diagram of boxes and whiskers was also made with which it was identified that atypical data (Outliers) abound in the periods of greatest production.
AB - The present applied, non-experimental, descriptive and prognostic research; was aimed at detecting outliers in the agricultural production of Mangifera indica (mango), Persea americana (avocado) and Citrus x aurantifolia (lemon) at the national level, was performed by applying an ARIMA Model. To fulfill it purposes, documentary analysis was used at the National Institute of Statistics and Informatics (In Spanish, INEI). The study sample consisted of the mango, avocado and lemon production indices 2000-2020. As a result, the models were obtained arima mango (1,0,0) (2,1,2) (AIC=5448.99, BIC=5473.35 and RMSE=19067.93), arima avocado (0,1,3) (2,1,0) (AIC=4687.05, BIC=4707.91 and RMSE=4114.35) and arima lemon (1,0,1) (0,1,1) (AIC=4484.36, BIC=4501.76 and RMSE=2551.96) with a 12 months period, the diagram of boxes and whiskers was also made with which it was identified that atypical data (Outliers) abound in the periods of greatest production.
KW - agricultural crops
KW - ARIMA
KW - forecast
KW - Outliers
KW - times series
UR - https://www.scopus.com/pages/publications/105036017919
U2 - 10.54941/ahfe1001008
DO - 10.54941/ahfe1001008
M3 - Capítulo
AN - SCOPUS:105036017919
T3 - Applied Human Factors and Ergonomics International
BT - Applied Human Factors and Ergonomics International
PB - AHFE International
ER -