Among various dimension reduction algorithms, PLSDR (Partial Least Squares based Dimension Reduction) is one of the most effective methods.

PLS estimation and application of the fixed effect of panel data model s parameters;

PLS Logistic Regression on Compositional Data and Its Application;

PLS estimation and application of fixed effect panel data model parameters;

Chronopotentiometry using wavelet transform and partial least squares method;

Dynamic Optimized Partial Least Squares Regression;

The partial least squares regression algorithm was used to build the quantitative analysis model.

Process quality prediction method based on wavelet denoising recursive partial least square;

A new approach based on partial least square(PLS) was used in the multi-parameter monitoring and analysis of the resistance spot welding(RSW) quality.

Further more, standard genetic algorithm(GA) can select a few wavelengths only, so the model can not exploit the advantage of partial least square(PLS).

Partial least squares(PLS) prediction model for palmitic acid,palmitoleic acid,stearic acid,oleic acid,linoleic acid in pork had been established with good veracity.

Aiming at the nonlinear correlation characteristic of visible/near infrared spectra and the corresponding acidity of bayberry juice,one mixed algorithm was presented to predict the acidity of bayberry juice with partial least squares(PLS) and artificial neural network(ANN).

The NIRS calibration models were developed by using the partial least squares(PLS) technique.

The paper apply partial least-squares regressive method to the analysis of pH values in Yibin's acid precipitation.

Using partial least-squares spectrophotometry, the overlapping problem of absorption spectrum in their associated complexes has been resolved, and they can be determined simultaneously with satisfactory results.

The algorithm of partial least-squares regression(PLSR) is briefed firstly.