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Selection: with tag predictor-selection [6 articles] 


Paintings predict the distribution of species, or the challenge of selecting environmental predictors and evaluation statistics

Global Ecology and Biogeography, Vol. 27, No. 2. (February 2018), pp. 245-256,


[Aim] Species distribution modelling, a family of statistical methods that predicts species distributions from a set of occurrences and environmental predictors, is now routinely applied in many macroecological studies. However, the reliability of evaluation metrics usually employed to validate these models remains questioned. Moreover, the emergence of online databases of environmental variables with global coverage, especially climatic, has favoured the use of the same set of standard predictors. Unfortunately, the selection of variables is too rarely based on a careful examination of ...


Iterative random forests to discover predictive and stable high-order interactions

Proceedings of the National Academy of Sciences, Vol. 115, No. 8. (20 February 2018), pp. 1943-1948,


[Significance] We developed a predictive, stable, and interpretable tool: the iterative random forest algorithm (iRF). iRF discovers high-order interactions among biomolecules with the same order of computational cost as random forests. We demonstrate the efficacy of iRF by finding known and promising interactions among biomolecules, of up to fifth and sixth order, in two data examples in transcriptional regulation and alternative splicing. [Abstract] Genomics has revolutionized biology, enabling the interrogation of whole transcriptomes, genome-wide binding sites for proteins, and many other molecular processes. However, ...


Classification and interaction in random forests

Proceedings of the National Academy of Sciences, Vol. 115, No. 8. (20 February 2018), pp. 1690-1692,


Suppose you are a physician with a patient whose complaint could arise from multiple diseases. To attain a specific diagnosis, you might ask yourself a series of yes/no questions depending on observed features describing the patient, such as clinical test results and reported symptoms. As some questions rule out certain diagnoses early on, each answer determines which question you ask next. With about a dozen features and extensive medical knowledge, you could create a simple flow chart to connect and order ...


Comparing and selecting spatial predictors using local criteria

Vol. 2013 (2013), 21-13


Remote sensing technology for the study of Earth and its environment has led to “Big Data” that, paradoxically, have global extent but may be spatially sparse. Furthermore, the variability in the measurement error and the latent process error may not fit conveniently into the Gaussian linear paradigm. In this paper, we consider the problem of selecting a predictor from a finite collection of spatial predictors of a spatial random process defined on D, a subset of d-dimensional Euclidean space. Critically, we ...


Local spatial-predictor selection

Vol. 2013 (2013), 09-13


Consider the problem of spatial prediction of a random process from a spatial dataset. Global spatial-predictor selection provides a way to choose a single spatial predictor from a number of competing predictors. Instead, we consider local spatial-predictor selection at each spatial location in the domain of interest. This results in a hybrid predictor that could be considered global, since it takes the form of a combination of local predictors; we call this the locally selected spatial predictor. We pursue this idea ...


(INRMM-MiD internal record) List of keywords of the INRMM meta-information database - part 31

(February 2014)
Keywords: inrmm-list-of-tags   policy-strategies-for-scientific-uncertainty   pollen   pollen-analysis   pollen-dispersal   pollen-records   pollination   pollinology   pollution   polulation   polydrusus-impressifrons   polygala-myrtifolia   polygraphus-poligraphus   polymath   polymorphism   polypodium   population   population-adaptation   population-decline   population-density   population-dynamics   population-growth   population-structuring   population-viability-risk-management   populus-adenopoda   populus-alba   populus-angustifolia   populus-balsamifera   populus-cathayana   populus-deltoides   populus-euphratica   populus-fremontii   populus-grandidentata   populus-igra   populus-ilicifolia   populus-koreana   populus-lasiocarpa   populus-nigra   populus-simonii   populus-spp   populus-szechuanica   populus-tremula   populus-tremuloides   populus-trichocarpa   populus-wettsteinii   populus-x-canescens   populus-x-tomentosa   populus-yunnanensis   porosity   portability   porthetria-dispar   portugal   positional-analysis   post-fire-management   post-fire-regeneration   post-fire-vegetation-dynamics   post-glacial-dispersal   post-glacial-migration   post-normal-science   post-publication-peer-review   post-truth   postfire-impacts   postfire-recovery   postgis   postglacial-recolonization   postgresql   potassium   potential   potential-evapotranspiration   potential-habitat   potential-soil-erosion   potoxylon-melagangai   poverty   power-law   ppm   practice   pre-alpine   pre-print   precaution   precaution-principle   precipitation   precisely-wrong   precursor-research   predation   predator-satiation   predatory-publishers   prediction   prediction-bias   predictive-modelling   predictor-selection   predictors   predisposition   prehistoric-human-impacts   premature-optimization   preparedness   preprints   prescribed-burn   presence-absence   presence-background   presence-only  


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 ( ). ...

This page of the database may be cited as:
Integrated Natural Resources Modelling and Management - Meta-information Database.

Publication metadata

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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.