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Selection: with tag collinearity [3 articles] 

 

Cross-validation strategies for data with temporal, spatial, hierarchical, or phylogenetic structure

  
Ecography, Vol. 40, No. 8. (1 August 2017), pp. 913-929, doi:10.1111/ecog.02881

Abstract

Ecological data often show temporal, spatial, hierarchical (random effects), or phylogenetic structure. Modern statistical approaches are increasingly accounting for such dependencies. However, when performing cross-validation, these structures are regularly ignored, resulting in serious underestimation of predictive error. One cause for the poor performance of uncorrected (random) cross-validation, noted often by modellers, are dependence structures in the data that persist as dependence structures in model residuals, violating the assumption of independence. Even more concerning, because often overlooked, is that structured data also ...

 

Collinearity: a review of methods to deal with it and a simulation study evaluating their performance

  
Ecography, Vol. 36, No. 1. (1 January 2013), pp. 27-46, doi:10.1111/j.1600-0587.2012.07348.x

Abstract

Collinearity refers to the non independence of predictor variables, usually in a regression-type analysis. It is a common feature of any descriptive ecological data set and can be a problem for parameter estimation because it inflates the variance of regression parameters and hence potentially leads to the wrong identification of relevant predictors in a statistical model. Collinearity is a severe problem when a model is trained on data from one region or time, and predicted to another with a different or ...

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(INRMM-MiD internal record) List of keywords of the INRMM meta-information database - part 9

  
(February 2014)
Keywords: colli-euganei   collinearity   colombia   colophospermum-mopane   color-blindness   color-photos   colorado   colutea-arborescens   combretum-imberbe   combustion-emission   command-line   common-bird-index   common-name-alder   common-name-ash   common-name-beech   common-name-yew   commons   communicating-uncertainty   community   community-modelling   community-structure   community-structures   comparison   competition   competition-vs-coexistence   complex-systems   complexes   complexity   complexity-vs-uncertainty   component-based   compsidia-populnea   compsilura-concinnata   computational-science   computational-science-automation   computational-science-literacy   computer-science   cone-crop   conefor-sensinode   confirmation-bias   conflicts   confusion-matrix   congo   coniferales   coniferophyta   coniferopsida   conifers   connectivity   conocarpus-erectus   consensus   conservation   conservation-biology   conservation-strategies   console   constrained-innovation   constrained-spatial-multi-frequency-analysis   constraints   context-aware   continental-scale   continuity   control-   control-dynamics   control-problem   control-program-vs-users   controversial-monetarisation   convolutional-neural-networks   conyza-canadensis   cooling   cooperation   coppice   coppice-forest   coppice-sessile-oak   coppice-stools   copyleft   cordex   cordia-boissieri   cordia-sebestena   cork   cornus-florida   cornus-mas   cornus-nuttallii   cornus-officinalis   cornus-sanguinea   cornus-spp   coroebus-florentinus   correlation-analysis   correlative-approach   corridors   corrigenda   corroboration   corsica   corsican-nuthatch   corsican-pine   cortusa-matthioli   corylus-avellana   corylus-colchica   corylus-colurna   corylus-spp   corymbia-calophylla   cosmetic-use   inrmm-list-of-tags  

Abstract

List of indexed keywords within the transdisciplinary set of domains which relate to the Integrated Natural Resources Modelling and Management (INRMM). In particular, the list of keywords maps the semantic tags in the INRMM Meta-information Database (INRMM-MiD). [\n] The INRMM-MiD records providing this list are accessible by the special tag: inrmm-list-of-tags ( http://mfkp.org/INRMM/tag/inrmm-list-of-tags ). ...

This page of the database may be cited as:
Integrated Natural Resources Modelling and Management - Meta-information Database. http://mfkp.org/INRMM/tag/collinearity

Publication metadata

Bibtex, RIS, RSS/XML feed, Json, Dublin Core

Meta-information Database (INRMM-MiD).
This database integrates a dedicated meta-information database in CiteULike (the CiteULike INRMM Group) with the meta-information available in Google Scholar, CrossRef and DataCite. The Altmetric database with Article-Level Metrics is also harvested. Part of the provided semantic content (machine-readable) is made even human-readable thanks to the DCMI Dublin Core viewer. Digital preservation of the meta-information indexed within the INRMM-MiD publication records is implemented thanks to the Internet Archive.
The library of INRMM related pubblications may be quickly accessed with the following links.
Search within the whole INRMM meta-information database:
Search only within the INRMM-MiD publication records:
Full-text and abstracts of the publications indexed by the INRMM meta-information database are copyrighted by the respective publishers/authors. They are subject to all applicable copyright protection. The conditions of use of each indexed publication is defined by its copyright owner. Please, be aware that the indexed meta-information entirely relies on voluntary work and constitutes a quite incomplete and not homogeneous work-in-progress.
INRMM-MiD was experimentally established by the Maieutike Research Initiative in 2008 and then improved with the help of several volunteers (with a major technical upgrade in 2011). This new integrated interface is operational since 2014.