Articles with "generalized additive" as a keyword



Evaluating the robustness of generalized additive models as a tool for threshold detection in variable environments

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Published in 2025 at "Ecosphere"

DOI: 10.1002/ecs2.70117

Abstract: As global climate change and anthropogenic activities amplify widespread environmental variability, there is a strong need for management strategies that incorporate relationships between ecosystem components. This need is especially apparent when changes in environmental drivers… read more here.

Keywords: detection; generalized additive; robustness; threshold detection ... See more keywords

The total cost of misclassification in credit scoring: A comparison of generalized linear models and generalized additive models

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Published in 2019 at "Journal of Forecasting"

DOI: 10.1002/for.2545

Abstract: This study examines whether the evaluation of a bankruptcy prediction model should take into account the total cost of misclassification. For this purpose, we introduce and apply a validity measure in credit scoring that is… read more here.

Keywords: cost misclassification; generalized linear; total cost; generalized additive ... See more keywords

Distributional regression modeling via generalized additive models for location, scale, and shape: An overview through a data set from learning analytics

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Published in 2022 at "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"

DOI: 10.1002/widm.1479

Abstract: The advent of technological developments is allowing to gather large amounts of data in several research fields. Learning analytics (LA)/educational data mining has access to big observational unstructured data captured from educational settings and relies… read more here.

Keywords: additive models; generalized additive; scale shape; location scale ... See more keywords

Some new results on generalized additive games

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Published in 2022 at "International Journal of Game Theory"

DOI: 10.1007/s00182-021-00786-w

Abstract: A Generalized Additive Game (GAG) (Cesari et al. in Int J Game Theory 46(4):919–939, 2017) is a Transferable Utility (TU) game ( N ,  v ), where each player in N is provided with an… read more here.

Keywords: oper res; eur oper; game; generalized additive ... See more keywords

An interpretable and transferable model for shallow landslides detachment combining spatial Poisson point processes and generalized additive models

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Published in 2024 at "Stochastic Environmental Research and Risk Assessment"

DOI: 10.1007/s00477-025-02943-z

Abstract: Shallow landslides are rapidly moving and strongly dangerous slides. In the present work, the probabilistic distribution of the landslide detachment points within a valley is modelled as a spatial Poisson point process, whose intensity depends… read more here.

Keywords: generalized additive; spatial poisson; shallow landslides; model ... See more keywords
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Odds ratio function estimation using a generalized additive neural network

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Published in 2019 at "Neural Computing and Applications"

DOI: 10.1007/s00521-019-04189-7

Abstract: In biomedical research, generalized artificial neural networks (GANNs) have been proposed as an alternative to a multi-layer perceptron owing to their greater ability to generate more interpretable results. GANNs were inspired by statistical generalized additive… read more here.

Keywords: estimation using; odds ratio; generalized additive; function ... See more keywords

Spatial prediction of soil disturbance caused by forest logging using generalized additive models and GIS

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Published in 2019 at "European Journal of Forest Research"

DOI: 10.1007/s10342-019-01180-8

Abstract: Forest soil conditions can be affected by ground-based harvesting; the degree of impact depends upon management factors, location of stands, soil, and topographical conditions. The present study predicted the area and extent of the disturbance… read more here.

Keywords: spatial prediction; soil disturbance; using generalized; generalized additive ... See more keywords

Using generalized additive models for interpolating microclimate in dry-site ponderosa pine forests

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Published in 2019 at "Agricultural and Forest Meteorology"

DOI: 10.1016/j.agrformet.2019.107668

Abstract: Abstract Microclimate in the understory of forests can be an important mediating influence for ecological attributes such a vegetation composition, wildlife habitat, fuel moisture, and downed wood and forest floor decomposition processes. Several tools exist… read more here.

Keywords: microclimate; surface; ponderosa pine; additive models ... See more keywords

Influence of weather and air pollution on concentration change of PM2.5 using a generalized additive model and gradient boosting machine

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Published in 2021 at "Atmospheric Environment"

DOI: 10.1016/j.atmosenv.2021.118437

Abstract: Abstract Particulate matter with a diameter of ≤ 2.5 μm (PM2.5) is a critical air pollutant that adversely affects human health and the ecological environment. Using the data of daily air pollutant concentration and meteorological… read more here.

Keywords: pm2 concentration; model; air; concentration ... See more keywords

Tutorial in Biostatistics: The use of generalized additive models to evaluate alcohol consumption as an exposure variable.

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Published in 2020 at "Drug and alcohol dependence"

DOI: 10.1016/j.drugalcdep.2020.107944

Abstract: Alcohol consumption is a commonly studied risk factor for many poor health outcomes. Various instruments exist to measure alcohol consumption, including the AUDIT-C, Single Alcohol Screening Questionnaire (SASQ) and Timeline Followback. The information gathered by… read more here.

Keywords: tutorial biostatistics; additive models; alcohol consumption; generalized additive ... See more keywords

A Quantile Generalized Additive Approach for Compound Climate Extremes: Pan‐Atlantic Extremes as a Case Study

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Published in 2024 at "Journal of Advances in Modeling Earth Systems"

DOI: 10.1029/2023ms003753

Abstract: We present an application of quantile generalized additive models (QGAMs) to study spatially compounding climate extremes, namely extremes that occur (near‐) simultaneously in geographically remote regions. We take as an example wintertime cold spells in… read more here.

Keywords: generalized additive; climate; quantile generalized; climate extremes ... See more keywords