“…In the present day, chemometrics has been widely developed and used as a tool to help researchers simplify and interpret complex data. Implementation of chemometrics for authentication of herbal medicine in Southeast Asia performed well for the authentication of herbal medicines (Nurrulhidayah et al, 2011;Triyasmono et al, 2020), species classification (Khan et al, 2020;Rohaeti et al, 2015), origin determination (Braley and Hondrogiannis, 2020;Mercer et al, 2019), and activity related to quality determination (Kiani et al, 2019;Saidan et al, 2015;Wirasuta et al, 2017). The limitation of chemometrics was caused mainly by the limited data obtained.…”