New discrimination method combining hit quality index based spectral matching and voting

► A discrimination method, called hit quality index (HQI)-voting, has been developed. ► It effectively utilizes HQI as a judgment factor for group determination. ► It is based on sample-to-sample spectral matching without modeling, so the model over-fitting is not an issue. ► It improved the discrimination for geographical origins of agricultural samples and similar petroleum products.