A review of variable selection methods in partial least squares regression

T Mehmood, KH Liland, L Snipen, S Sæbø - Chemometrics and intelligent …, 2012 - Elsevier
With the increasing ease of measuring multiple variables per object the importance of
variable selection for data reduction and for improved interpretability is gaining importance …

Multivariate methods in metabolomics–from pre-processing to dimension reduction and statistical analysis

KH Liland - TrAC Trends in Analytical Chemistry, 2011 - Elsevier
This article presents some of the multivariate methods used in metabolomics, and addresses
many of the data types and associated analyses of current instrumentation and applications …

Sparse discriminant analysis

L Clemmensen, T Hastie, D Witten, B Ersbøll - Technometrics, 2011 - Taylor & Francis
We consider the problem of performing interpretable classification in the high-dimensional
setting, in which the number of features is very large and the number of observations is …

[HTML][HTML] Impact of meteorological drivers on regional inter-annual crop yield variability in France

A Ceglar, A Toreti, R Lecerf, M Van der Velde… - Agricultural and forest …, 2016 - Elsevier
The impact of intra-seasonal climate variability on inter-annual variation in winter wheat and
grain maize yields over 92 French administrative regions is assessed. Observed monthly …

[图书][B] Bayesian designs for phase I-II clinical trials

Y Yuan, HQ Nguyen, PF Thall - 2016 - api.taylorfrancis.com
Bayesian Designs for Phase I–II Clinical Trials Page 1 Page 2 Ying Yuan The University of
Texas MD Anderson Cancer Center Houston, Texas, USA Hoang Q. Nguyen The University of …

Multivariate analysis of multiple datasets: a practical guide for chemical ecology

MR Hervé, F Nicolè, KA Lê Cao - Journal of Chemical Ecology, 2018 - Springer
Chemical ecology has strong links with metabolomics, the large-scale study of all
metabolites detectable in a biological sample. Consequently, chemical ecologists are often …

The diversity in the applications of partial least squares: an overview

T Mehmood, B Ahmed - Journal of Chemometrics, 2016 - Wiley Online Library
Advances in technology make it happen to have massive amount of information in the form
of multiple variables per object. The use of multivariate approaches for modeling the real‐life …

Temporal variation selects for diet–microbe co-metabolic traits in the gut of Gorilla spp

A Gomez, JM Rothman, K Petrzelkova… - The ISME …, 2016 - academic.oup.com
Although the critical role that our gastrointestinal microbes play in host physiology is now
well established, we know little about the factors that influenced the evolution of primate gut …

Differentiating plant species within and across diverse ecosystems with imaging spectroscopy

KL Roth, DA Roberts, PE Dennison, M Alonzo… - Remote Sensing of …, 2015 - Elsevier
Imaging spectroscopy has been used successfully to map species across diverse
ecosystems, and with several spaceborne imaging spectrometer missions underway (eg …

Determining nutrients, dry matter, and pH of liquid organic manures using visual and near-infrared spectrometry

M Horf, R Gebbers, HW Olfs, S Vogel - Science of the Total Environment, 2024 - Elsevier
In agriculture, overfertilization with liquid organic manures (LOM) is causing environmental
issues including eutrophication of non-agricultural ecosystems and nitrate pollution of …