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Supervised Multiblock Analysis in R with the ade4 Package

https://doi.org/10.18637/jss.v086.i01
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/(sici)1097-0258(20000515)19:9<1141::aid-sim479>3.0.co;2-fopenalex-snapshot
Bootstrap confidence intervals: when, which, what? A practical guide for medical statisticians
inferredcites →https://doi.org/10.1002/(sici)1099-128x(199809/10)12:5<301::aid-cem515>3.0.co;2-sopenalex-snapshot
Analysis of multiblock and hierarchical PCA and PLS models
inferredcites →https://doi.org/10.1002/cem.1120openalex-snapshot
Multi‐block methods in multivariate process control
inferredcites →https://doi.org/10.1002/cem.1392openalex-snapshot
Multiblock redundancy analysis: interpretation tools and application in epidemiology
inferredcites →https://doi.org/10.1002/cem.778openalex-snapshot
Multivariate dynamic data modeling for analysis and statistical process control of batch processes, start‐ups and grade transitions
inferredcites →https://doi.org/10.1007/978-0-387-75969-2openalex-snapshot
Lattice: Multivariate Data Visualization with R
inferredcites →https://doi.org/10.1007/bfb0062108openalex-snapshot
The multivariate calibration problem in chemistry solved by the PLS method
inferredcites →https://doi.org/10.1007/s00180-009-0164-xopenalex-snapshot
On the convergence of the partial least squares path modeling algorithm
inferredcites →https://doi.org/10.1016/j.foodqual.2011.08.003openalex-snapshot
Preference mapping by PO-PLS: Separating common and unique information in several data blocks
inferredcites →https://doi.org/10.1017/s095026880900209xopenalex-snapshot
Feasibility of screening broiler chicken flocks for risk markers as an aid for meat inspection
inferredcites →https://doi.org/10.1017/s0950268811000537openalex-snapshot
Multiblock modelling to assess the overall risk factors for a composite outcome
inferredcites →https://doi.org/10.1111/j.2517-6161.1974.tb00994.xopenalex-snapshot
Cross-Validatory Choice and Assessment of Statistical Predictions
inferredcites →https://doi.org/10.18637/jss.v018.i02openalex-snapshot
The pls Package: Principal Component and Partial Least Squares Regression in R
inferredcites →https://doi.org/10.18637/jss.v022.i04openalex-snapshot
The ade4 Package: Implementing the Duality Diagram for Ecologists
inferredcites →https://doi.org/10.18637/jss.v025.i01openalex-snapshot
FactoMineR : An R Package for Multivariate Analysis
inferredcites →https://doi.org/10.18637/jss.v086.i01openalex-snapshot
Supervised Multiblock Analysis in R with the ade4 Package
inferredcites →https://doi.org/10.32614/r.manualsopenalex-snapshot
R: A Language and Environment for Statistical Computing
inferredcites →https://doi.org/10.32614/rj-2017-042openalex-snapshot
adegraphics: An S4 Lattice-Based Package for the Representation of Multivariate Data

What points at this work

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inferred← citeshttps://doi.org/10.1016/j.scitotenv.2024.176055openalex-snapshot
Multiple environmental gradients shape the functional structure of macrobenthic communities across the Pacific Arctic shelf
inferred← citeshttps://doi.org/10.1016/j.seares.2020.101993openalex-snapshot
Spatial-temporal patterns of fish and macroinvertebrate communities in sandy beach surf zones: Short and medium-term variations
inferred← citeshttps://doi.org/10.1016/j.still.2024.106252openalex-snapshot
Combining rotary and deep tillage increases crop yields by improving the soil physical structure and accumulating organic carbon of subsoil
inferred← citeshttps://doi.org/10.1016/j.stress.2026.101247openalex-snapshot
Genotypic variations in flag leaf- and ear-related traits at pre-anthesis in wheat exposed to mild water deficit under elevated CO2 and high temperatures and their association with grain yield and quality
inferred← citeshttps://doi.org/10.1016/j.ympev.2021.107184openalex-snapshot
Parallel diversification of the African tree toad genus Nectophryne (Bufonidae)
inferred← citeshttps://doi.org/10.1017/s0031182024001641openalex-snapshot
A generalist vector-transmitted parasite exhibits population genetic structure among host genera
inferred← citeshttps://doi.org/10.1038/s41437-020-00400-xopenalex-snapshot
The effects of drift and selection on latitudinal genetic variation in Scandinavian common toads (Bufo bufo) following postglacial recolonisation
inferred← citeshttps://doi.org/10.1038/s41467-026-76423-5openalex-snapshot
Bony labyrinth morphology reveals deep population history and isolation among Homo sapiens in prehistoric northeastern Africa (44–3 ka)
inferred← citeshttps://doi.org/10.1038/s41559-021-01616-8openalex-snapshot
Climatic and soil factors explain the two-dimensional spectrum of global plant trait variation
inferred← citeshttps://doi.org/10.1038/s41588-024-01876-7openalex-snapshot
Chloroplast and whole-genome sequencing shed light on the evolutionary history and phenotypic diversification of peanuts
inferred← citeshttps://doi.org/10.1038/s41598-019-54015-2openalex-snapshot
Persistence of single species of symbionts across multiple closely-related host species
inferred← citeshttps://doi.org/10.1038/s41598-020-75207-1openalex-snapshot
Curing piglets from diarrhea and preparation of a healthy microbiome with Bacillus treatment for industrial animal breeding
inferred← citeshttps://doi.org/10.1038/s41598-023-37549-4openalex-snapshot
Whole mitogenomes reveal that NW Africa has acted both as a source and a destination for multiple human movements
inferred← citeshttps://doi.org/10.1038/s41598-024-53003-5openalex-snapshot
Evidence of population genetic structure in Ecuadorian Andean bears
inferred← citeshttps://doi.org/10.1038/s41598-024-66495-yopenalex-snapshot
Genetic analyses and dispersal patterns unveil the Amazonian origin of guava domestication
inferred← citeshttps://doi.org/10.1038/s41598-025-11690-8openalex-snapshot
Increasing global risk of khapra beetle invasion forecasted under projected environmental conditions
inferred← citeshttps://doi.org/10.1038/s41598-025-86000-3openalex-snapshot
Hybridization and diversity of the genus Vandenboschia in Korea insights from morphological, cytological, and genotype analyses
inferred← citeshttps://doi.org/10.1038/s41598-026-40537-zopenalex-snapshot
Rapid urbanization reduces genetic diversity and increases genetic differentiation of a lynx spider Oxyopes sertatus in central Taiwan
inferred← citeshttps://doi.org/10.1071/mf20044openalex-snapshot
Genomic analyses suggest strong population connectivity over large spatial scales of the commercially important baitworm, Australonuphis teres (Onuphidae)
inferred← citeshttps://doi.org/10.1071/mf22253openalex-snapshot
Temporal functional changes in coral and fish communities on subtropical coastal coral reefs
inferred← citeshttps://doi.org/10.1073/pnas.2419122122openalex-snapshot
Enamel–dentine junction morphology reveals population replacement and mobility in the late prehistoric Middle Nile Valley
inferred← citeshttps://doi.org/10.1079/9781800622197.0007openalex-snapshot
Intraspecific Genetic and Ecological Differentiation in AustralianAcaciaSpecies: Insights fromAcacia longifolia
inferred← citeshttps://doi.org/10.1080/01490451.2024.2412002openalex-snapshot
Weathering of Buried Standard Pieces of Serpentine under Varied Soil Treatments and Relevant Analysis of Microbial Community Structure
inferred← citeshttps://doi.org/10.1080/10256016.2023.2289956openalex-snapshot
Interspecific, ontogenetic and temporal variations in stable isotopes of small tuna species in the northeast Atlantic Ocean
inferred← citeshttps://doi.org/10.1080/14772000.2021.1890270openalex-snapshot
Systematics of Brucepattersonius Hershkovitz, 1998 (Rodentia, Sigmodontinae): molecular species delimitation and morphological analyses suggest an overestimation in species diversity
inferred← citeshttps://doi.org/10.1080/17550874.2021.2002455openalex-snapshot
Geographic distance and environmental variation drive community structure of woody plants in Neotropical seasonally dry forest fragments in the Colombian Caribbean
inferred← citeshttps://doi.org/10.1080/19490976.2020.1730294openalex-snapshot
Distinct maternal microbiota clusters are associated with diet during pregnancy: impact on neonatal microbiota and infant growth during the first 18 months of life
inferred← citeshttps://doi.org/10.1080/20442041.2021.1956269openalex-snapshot
Comparison of streamflow patterns in drainages of two major terminal basins: the United States Great Basin and Mongolia’s Central Asian Internal Drainage
inferred← citeshttps://doi.org/10.1088/1755-1315/1362/1/012032openalex-snapshot
Genetic distance analysis of Lingnan, Arab, and Kedu chicken as parental lines based on mitochondrial DNA
inferred← citeshttps://doi.org/10.1093/biolinnean/blad039openalex-snapshot
Population genetics of queen conch, Aliger gigas (Linnaeus, 1758) (Gastropoda: Strombidae) at the Cuban island platform
inferred← citeshttps://doi.org/10.1093/forestry/cpaa026openalex-snapshot
Genetic variance distribution of SSR markers and economically important quantitative traits in a progeny trial ofProsopis chilensis(Leguminosae): implications for the ‘Algarrobo’ management programme
inferred← citeshttps://doi.org/10.1093/g3journal/jkad033openalex-snapshot
Population-size history inferences from the coho salmon ( Oncorhynchus kisutch ) genome
inferred← citeshttps://doi.org/10.1093/icesjms/fsab058openalex-snapshot
Metabarcoding analysis suggests that flexible food web interactions in the eukaryotic plankton community are more common than specific predator–prey relationships at Helgoland Roads, North Sea
inferred← citeshttps://doi.org/10.1093/icesjms/fsae070openalex-snapshot
Whole genome resequencing of sablefish at the northern end of their range reveals genetic panmixia and large putative inversions
inferred← citeshttps://doi.org/10.1093/jee/toae085openalex-snapshot
Predicted range expansion of Prostephanus truncatus (Coleoptera: Bostrichidae) under projected climate change scenarios
inferred← citeshttps://doi.org/10.1093/jee/toag182openalex-snapshot
Corn rootworm, Diabrotica virgifera (Coleoptera: Chrysomelidae), subspecies differ in environmental niche space and potential distribution
inferred← citeshttps://doi.org/10.1093/jmammal/gyaa093openalex-snapshot
Explaining mammalian abundance and elevational range size with body mass and niche characteristics
inferred← citeshttps://doi.org/10.1093/jn/nxaa310openalex-snapshot
Maternal Diet Shapes the Breast Milk Microbiota Composition and Diversity: Impact of Mode of Delivery and Antibiotic Exposure
inferred← citeshttps://doi.org/10.1093/jpe/rtaf010openalex-snapshot
A comprehensive analysis of R’s application in ecological research from 2008 to 2023
inferred← citeshttps://doi.org/10.1093/jxb/erad437openalex-snapshot
Photosynthesis in newly developed leaves of heat-tolerant wheat acclimates to long-term nocturnal warming
inferred← citeshttps://doi.org/10.1093/plankt/fbaa017openalex-snapshot
Rapid succession drives spring community dynamics of small protists at Helgoland Roads, North Sea
inferred← citeshttps://doi.org/10.1093/plankt/fbab033openalex-snapshot
Key drivers structuring rotifer communities in ponds: insights into an agricultural landscape
inferred← citeshttps://doi.org/10.1094/pdis-01-22-0083-reopenalex-snapshot
Population Genetic Analysis of Fusarium decemcellulare, a Guaraná Pathogen, Reveals High Genetic Diversity in the Amazonas State, Brazil
inferred← citeshttps://doi.org/10.1094/phyto-09-22-0355-ropenalex-snapshot
Molecular Epidemiology of Ralstonia pseudosolanacearum Phylotype I Strains in the Southwest Indian Ocean Region and Their Relatedness to African Strains
inferred← citeshttps://doi.org/10.1098/rspb.2023.2768openalex-snapshot
Spatial versus spatio-temporal approaches for studying metacommunities: a multi-taxon analysis in Mediterranean and tropical temporary ponds
inferred← citeshttps://doi.org/10.1099/mgen.0.000569openalex-snapshot
Genomic and temporal analyses of Mycobacterium bovis in southern Brazil
inferred← citeshttps://doi.org/10.1099/mgen.0.000627openalex-snapshot
Current population structure and pathogenicity patterns of Ascochyta rabiei in Australia
inferred← citeshttps://doi.org/10.1101/2020.04.27.063438openalex-snapshot
Developmentally regulated PERK activity renders dendritic cells insensitive to subtilase cytotoxin-induced integrated stress response
inferred← citeshttps://doi.org/10.1101/2021.02.17.431632openalex-snapshot
Climate change shifts abiotic niche of temperate skates towards deeper zones in the Southwestern Atlantic Ocean
inferred← citeshttps://doi.org/10.1101/2021.09.02.458798openalex-snapshot
Tight association between microbial eukaryote and Imitervirales communities in the Pacific Arctic Ocean
inferred← citeshttps://doi.org/10.1101/2025.05.02.651951openalex-snapshot
Cryptic diversity arises from glacial cycles in Pacific herring, a critical forage fish
inferred← citeshttps://doi.org/10.1101/2025.05.30.657134openalex-snapshot
Genomic Insights into a Highly Specific Marine Symbiosis Uncovers Geographic Structuring Without Co-Divergence Between Siphamia Cardinalfish and Their Bioluminescent Symbiont
inferred← citeshttps://doi.org/10.1101/2025.08.18.25333897openalex-snapshot
Microbiota effects and predictors of Lactobacillus crispatu s colonization after treatment with a vaginal live biotherapeutic: results from a randomized, double-blinded, placebo-controlled trial
inferred← citeshttps://doi.org/10.1101/2025.09.29.25336903openalex-snapshot
A Scalable Framework to Integrate Social Determinants of Health into Disease Risk Models using Biobank Survey Data
inferred← citeshttps://doi.org/10.1101/861369openalex-snapshot
Rapamycin rejuvenates oral health in aging mice
inferred← citeshttps://doi.org/10.1111/1365-2745.13580openalex-snapshot
Overstorey composition shapes across‐trophic level community relationships in deciduous forest regardless of fragmentation context
inferred← citeshttps://doi.org/10.1111/1758-2229.13041openalex-snapshot
Two co‐dominant nitrogen‐fixing cyanobacteria demonstrate distinct acclimation and adaptation responses to cope with ocean warming
inferred← citeshttps://doi.org/10.1111/aec.13018openalex-snapshot
Multi‐scale biogeographic controls over plant communities on granite outcrops in the Southwest Australian Floristic Region
inferred← citeshttps://doi.org/10.1111/btp.13171openalex-snapshot
Limited genetic differentiation of Mycetomoellerius mikromelanos in Parque National Soberanía, Panama: Implications for queen dispersal
inferred← citeshttps://doi.org/10.1111/ddi.13490openalex-snapshot
Conservation prioritization based on past cascading climatic effects on genetic diversity and population size dynamics: Insights from a temperate tree species
inferred← citeshttps://doi.org/10.1111/ddi.13848openalex-snapshot
Phenotypic and genetic divergence in a cold‐adapted grasshopper may lead to lineage‐specific responses to rapid climate change
inferred← citeshttps://doi.org/10.1111/ecog.05659openalex-snapshot
Macroclimatic structuring of spatial phylogenetic turnover in liverworts
inferred← citeshttps://doi.org/10.1111/ecog.07179openalex-snapshot
The swash zone selects functionally specialized assemblages of beach interstitial meiofauna (Platyhelminthes, Proseriata)
inferred← citeshttps://doi.org/10.1111/ejss.13110openalex-snapshot
Soil properties and microbial processes in response to land‐use change in agricultural highlands of the Central Andes
inferred← citeshttps://doi.org/10.1111/eva.13238openalex-snapshot
Population genomics and phylogeography of the boll weevil,Anthonomus grandisBoheman (Coleoptera: Curculionidae), in the United States, northern Mexico, and Argentina
inferred← citeshttps://doi.org/10.1111/eva.13420openalex-snapshot
Male frequency in Caenorhabditis elegans increases in response to chronic irradiation
inferred← citeshttps://doi.org/10.1111/eva.13545openalex-snapshot
Implications of past and present genetic connectivity for management of the saltwater crocodile (Crocodylus porosus)
inferred← citeshttps://doi.org/10.1111/eva.13578openalex-snapshot
A new cheese population in Penicillium roqueforti and adaptation of the five populations to their ecological niche
inferred← citeshttps://doi.org/10.1111/fog.12639openalex-snapshot
Influence of tidal and diurnal rhythms on fish assemblages in the surf zone of sandy beaches
inferred← citeshttps://doi.org/10.1111/fwb.13605openalex-snapshot
Taxonomic and functional homogenisation of macroinvertebrate communities in recently intermittent Alpine watercourses
inferred← citeshttps://doi.org/10.1111/gcb.16454openalex-snapshot
Species life‐history strategies affect population responses to temperature and land‐cover changes
inferred← citeshttps://doi.org/10.1111/grs.12304openalex-snapshot
Molecular characterization of Algerian populations of cocksfoot and tall fescue: Ploidy level determination and genetic diversity analysis
inferred← citeshttps://doi.org/10.1111/imb.12862openalex-snapshot
Using citizen science data to assess the population genetic structure of the common yellowjacket wasp, Vespula vulgaris
inferred← citeshttps://doi.org/10.1111/imcb.12725openalex-snapshot
Characterization of the MT‐2 Treg‐like cell line in the presence and absence of forkhead box P3 (FOXP3)
inferred← citeshttps://doi.org/10.1111/jeb.13983openalex-snapshot
Radiation‐mediated supply of genetic variation outweighs the effects of selection and drift in Chernobyl Daphnia populations
inferred← citeshttps://doi.org/10.1111/jfb.70073openalex-snapshot
Genetic diversity in the American elephantfish (Chimaeriformes: Callorhinchus callorynchus) and among its congeners
inferred← citeshttps://doi.org/10.1111/joa.13813openalex-snapshot
New insights into the variability of upper airway morphology in modern humans
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