A new method for wavelength interval selection that intelligently optimizes the locations, widths and combinations of the intervals

Using variable combination population analysis for variable selection in multivariate calibration

(2015) Yong-Huan Yun et al.   ANALYTICA CHIMICA ACTA

A novel variable selection approach that iteratively optimizes variable space using weighted binary matrix sampling

(2014) Bai-chuan Deng et al.   ANALYST

The Successive Projections Algorithm for interval selection in trilinear partial least-squares with residual bilinearization

(2014) Adriano de Araújo Gomes et al.   ANALYTICA CHIMICA ACTA

A perspective demonstration on the importance of variable selection in inverse calibration for complex analytical systems

(2013) Yong-Huan Yun et al.   ANALYST

A strategy that iteratively retains informative variables for selecting optimal variable subset in multivariate calibration

(2013) Yong-Huan Yun et al.   ANALYTICA CHIMICA ACTA

A simple idea on applying large regression coefficient to improve the genetic algorithm-PLS for variable selection in multivariate calibration

(2013) Yong-Huan Yun et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

An efficient method of wavelength interval selection based on random frog for multivariate spectral calibration

(2013) Yong-Huan Yun et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Robustness of chemometrics-based feature selection methods in early cancer detection and biomarker discovery

(2013) Hae Woo Lee et al.   Statistical Applications in Genetics and Molecular Biology

Reproducibility, complementary measure of predictability for robustness improvement of multivariate calibration models via variable selections

(2012) Hae Woo Lee et al.   ANALYTICA CHIMICA ACTA

Random frog: An efficient reversible jump Markov Chain Monte Carlo-like approach for variable selection with applications to gene selection and disease classification

(2012) Hong-Dong Li et al.   ANALYTICA CHIMICA ACTA

Improving accuracy for cancer classification with a new algorithm for genes selection

(2012) Hongyan Zhang et al.   BMC BIOINFORMATICS

Model-population analysis and its applications in chemical and biological modeling

(2012) Hong-Dong Li et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

Noise incorporated subwindow permutation analysis for informative gene selection using support vector machines

(2011) Qin Wang et al.   ANALYST

Improved variable reduction in partial least squares modelling based on Predictive-Property-Ranked Variables and adaptation of partial least squares complexity

(2011) Jan P.M. Andries et al.   ANALYTICA CHIMICA ACTA

Recipe for uncovering predictive genes using support vector machines based on model population analysis

(2011) Hong-Dong Li et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration

(2009) Hongdong Li et al.   ANALYTICA CHIMICA ACTA

Discriminating Variable Test and Selectivity Ratio Plot: Quantitative Tools for Interpretation and Variable (Biomarker) Selection in Complex Spectral or Chromatographic Profiles

(2009) Tarja Rajalahti et al.   ANALYTICAL CHEMISTRY

A Bootstrap-VIP approach for selecting wavelength intervals in spectral imaging applications

(2009) Ryan Gosselin et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Statistical challenges of high-dimensional data

(2009) I. M. Johnstone et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

An ensemble of Monte Carlo uninformative variable elimination for wavelength selection

(2008) Qing-Juan Han et al.   ANALYTICA CHIMICA ACTA

Biomarker discovery in mass spectral profiles by means of selectivity ratio plot

(2008) Tarja Rajalahti et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Support vector machines and its applications in chemistry

(2008) Hongdong Li et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

FORWARD SELECTION OF EXPLANATORY VARIABLES

(2008) F. Guillaume Blanchet et al.   ECOLOGY

A bootstrap-based strategy for spectral interval selection in PLS regression

(2008) Lígia P. Brás et al.   JOURNAL OF CHEMOMETRICS

A variable selection method based on uninformative variable elimination for multivariate calibration of near-infrared spectra

(2007) Wensheng Cai et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Determination of total polyphenols content in green tea using FT-NIR spectroscopy and different PLS algorithms

(2007) Quansheng Chen et al.   JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS