In this tutorial, we focus on validation both from a numerical and conceptual point of view.
The often applied reported procedure in the literature of (repeatedly) dividing a dataset …

Abstract Model validation is the most important part of building a supervised model. For
building a model with good generalization performance one must have a sensible data …

Rice is a staple food for two-thirds of the world's population and is grown in over a hundred
countries around the world. Due to its large scale, it is vulnerable to adulteration. In addition …

This paper proposes a new method to divide a pool of samples into calibration and
validation subsets for multivariate modelling. The proposed method is of value for analytical …

Based on near-infrared (NIR) spectroscopy, a new quantitative calibration algorithm, called
“Partial Least Squares Regression Residual Extreme Learning Machine (PLSRR-ELM)” …

This paper proposes a method, namely MDKS (Kennard-Stone algorithm based on
Mahalanobis distance), to divide the data into training and testing subsets for develo** …

The Successive Projections Algorithm (SPA) has been shown to be a useful tool for variable
selection in the framework of multivariate calibration. In this paper, the collinearity …

Rapid detection of Aspergillus spp. contamination levels in peanuts was investigated by
near infrared (NIR) spectroscopy and electronic nose (E-nose) in this study. Sterilized …

The taste of fresh mushrooms is always appealing. Phlebopus portentosus is the only
porcini that can be cultivated artificially in the world, with a daily output of up to 2 tons and a …

Abstract Traditional Chinese medicine Panax notoginseng is a valuable geo-authentic
herbal material. The difference of growth environment in different producing areas has …