TY - JOUR
T1 - Application of Business Intelligence for Customs Declaration
T2 - 8th Engineering International Conference 2019
AU - Canrakerta,
AU - Nizar Hidayanto, Achmad
AU - Ruldeviyani, Yova
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2020/2/4
Y1 - 2020/2/4
N2 - The customs declaration made by the self-assessment needs to be re-examined by the document inspector. Customs declaration may have potential errors to determine even intentionally or not. However, the re-examination by the document inspector has not been optimal. This study uses business intelligence to address this problem by providing analysis capabilities for document inspectors. This research focuses on developing a data warehouse with the Kimball methodology. The results of research in the form of data warehouse design. The data warehouse will be used later for dashboards, OLAP, and data mining in order to detect fraud. The data mining algorithms used are firmness tree, support vector machine, neural network, and several ensemble methods. The results of the data mining process show that SMOTE has a significantly increased sensitivity score than non-SMOTE technique.
AB - The customs declaration made by the self-assessment needs to be re-examined by the document inspector. Customs declaration may have potential errors to determine even intentionally or not. However, the re-examination by the document inspector has not been optimal. This study uses business intelligence to address this problem by providing analysis capabilities for document inspectors. This research focuses on developing a data warehouse with the Kimball methodology. The results of research in the form of data warehouse design. The data warehouse will be used later for dashboards, OLAP, and data mining in order to detect fraud. The data mining algorithms used are firmness tree, support vector machine, neural network, and several ensemble methods. The results of the data mining process show that SMOTE has a significantly increased sensitivity score than non-SMOTE technique.
UR - http://www.scopus.com/inward/record.url?scp=85079660037&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/1444/1/012028
DO - 10.1088/1742-6596/1444/1/012028
M3 - Conference article
AN - SCOPUS:85079660037
SN - 1742-6588
VL - 1444
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012028
Y2 - 16 August 2019
ER -