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Least absolute shrinkage and selection operator-selected NIR reflectance discrete features for robust glucomannan content estimation in Amorphophallus muelleri Blume flour

Crossref DOI link: https://doi.org/10.1007/s12161-026-03079-8

Published Online: 2026-03-29

Published Print: 2026-05

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Amanah, Hanim Zuhrotul

Hernanda, Reza Adhitama Putra

Khoirunnisaa, Khoirunnisaa

Hidayat, Mohamad Soleh

Lee, Hoonsoo

Kim, Geonwoo

Rohmat, Ajeng Siti

Rahayoe, Sri

Harmayani, Eni
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Text and Data Mining valid from 2026-03-29

Version of Record valid from 2026-03-29
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Article History

Received: 26 November 2025

Accepted: 9 March 2026

First Online: 29 March 2026

Declarations

: ChatGPT 5.2 (OpenAI, San Francisco, USA) was used to correct the grammatical error.

: This study utilized data originally collected as part of the undergraduate thesis of Khoirunnisaa Khoirunnisaa at Universitas Gadjah Mada, Indonesia. Khoirunnisaa Khoirunnisaa has provided consent for the use of her data in this publication and has been appropriately included as a co-author. Furthermore, to avoid self-plagiarism, distinct methodologies and analytical approaches have been applied in the current work, differentiating it from the original thesis. Furthermore, we have no other competing interests, such as the financial support, reported within this work.

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