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FUNCTION GROUP SELECTION OF SEMBUNG LEAVES (BLUMEA BALSAMIFERA) SIGNIFICANT TO ANTIOXIDANTS USING OVERLAPPING GROUP LASSO

Authors :
Bagus Sartono
Farit M Afendi
Agus M Soleh
Kusnaeni Kusnaeni
Source :
BAREKENG: Jurnal Ilmu Matematika dan Terapan. 16:721-728
Publication Year :
2022
Publisher :
Universitas Pattimura, 2022.

Abstract

Functional groups of sembung leaf metabolites can be detected using FTIR spectrometry by looking at the spectrum's shape from specific peaks that indicate the type of functional group of a compound. There were 35 observations and 1866 explanatory variables (wavelength) in this study. The number of explanatory variables more than the number of observations is high-dimensional data. One method that can be used to analyze high-dimensional data is penalized regression. The overlapping group lasso method is a development of the group-based penalized regression method that can solve the problem of selecting variable groups and members of overlapping groups of variables. The results of selecting the variable groups using the overlapping group lasso method found that the functional groups that were significant for the antioxidants of sembung leaves were C=C Unstructured, CN amide, Polyphenol, Sio2.

Subjects

Subjects :
General Medicine

Details

ISSN :
26153017 and 19787227
Volume :
16
Database :
OpenAIRE
Journal :
BAREKENG: Jurnal Ilmu Matematika dan Terapan
Accession number :
edsair.doi...........5ab8ca549170ddf6bc92536dd220c7f2
Full Text :
https://doi.org/10.30598/barekengvol16iss2pp721-728