Robust variable selection in the framework of classification with label noise and outliers: Applications to spectroscopic data in agri-food

Rapid Identification and Visualization of Jowl Meat Adulteration in Pork Using Hyperspectral Imaging

(2020) Hongzhe Jiang et al.   Foods

Untargeted identification of adulterated Sanqi powder by near-infrared spectroscopy and one-class model

(2020) Hui Chen et al.   JOURNAL OF FOOD COMPOSITION AND ANALYSIS

A robust approach to model-based classification based on trimming and constraints

(2019) Andrea Cappozzo et al.   Advances in Data Analysis and Classification

Quantitative analysis of yeast fermentation process using Raman spectroscopy: Comparison of CARS and VCPA for variable selection

(2019) Hui Jiang et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Prediction of holocellulose and lignin content of pulp wood feedstock using near infrared spectroscopy and variable selection

(2019) Long Liang et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Rejoinder to the discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample”

(2018) Andrea Cerioli et al.   Statistical Methods and Applications

Efficient robust methods via monitoring for clustering and multivariate data analysis

(2018) Marco Riani et al.   PATTERN RECOGNITION

A reweighting approach to robust clustering

(2017) Francesco Dotto et al.   STATISTICS AND COMPUTING

Bayesian nonparametric classification for spectroscopy data

(2014) Luis Gutiérrez et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Determination of soil properties with visible to near- and mid-infrared spectroscopy: Effects of spectral variable selection

(2014) M. Vohland et al.   GEODERMA

Classification in the Presence of Label Noise: A Survey

(2014) Benoit Frenay et al.   IEEE Transactions on Neural Networks and Learning Systems

Simultaneous data pre-processing and SVM classification model selection based on a parallel genetic algorithm applied to spectroscopic data of olive oils

(2013) Olivier Devos et al.   FOOD CHEMISTRY

Probabilistic model-based discriminant analysis and clustering methods in chemometrics

(2013) Charles Bouveyron   JOURNAL OF CHEMOMETRICS

Recursive weighted partial least squares (rPLS): an efficient variable selection method using PLS

(2013) Åsmund Rinnan et al.   JOURNAL OF CHEMOMETRICS

The Generalized Pairs Plot

(2013) John W. Emerson et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Variable selection in model-based discriminant analysis

(2011) C. Maugis et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Variables selection methods in near-infrared spectroscopy

(2010) Zou Xiaobo et al.   ANALYTICA CHIMICA ACTA

Variable selection and updating in model-based discriminant analysis for high dimensional data with food authenticity applications

(2010) Thomas Brendan Murphy et al.   Annals of Applied Statistics

Gaussian mixture models for the classification of high-dimensional vibrational spectroscopy data

(2010) Julien Jacques et al.   JOURNAL OF CHEMOMETRICS

Sparse Partial Least Squares Classification for High Dimensional Data

(2010) Dongjun Chung et al.   Statistical Applications in Genetics and Molecular Biology

Exploring the number of groups in robust model-based clustering

(2010) L. A. García-Escudero et al.   STATISTICS AND COMPUTING

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

(2009) Hongdong Li et al.   ANALYTICA CHIMICA ACTA

Confirmation of Food Origin Claims by Fourier Transform Infrared Spectroscopy and Chemometrics: Extra Virgin Olive Oil from Liguria

(2009) Siobhán Hennessy et al.   JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY

Kernel methods in machine learning

(2008) Thomas Hofmann et al.   ANNALS OF STATISTICS

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

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

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