Introductory overview: Error metrics for hydrologic modelling–A review of common practices and an open source library to facilitate use and adoption

EK Jackson, W Roberts, B Nelsen, GP Williams… - … Modelling & Software, 2019 - Elsevier
Error metrics quantify predicted flow accuracy and compare different predictions.
Hydrologists commonly use and report metrics with little justification or discussion of the …

Accounting for training data error in machine learning applied to earth observations

A Elmes, H Alemohammad, R Avery, K Caylor… - Remote Sensing, 2020 - mdpi.com
Remote sensing, or Earth Observation (EO), is increasingly used to understand Earth system
dynamics and create continuous and categorical maps of biophysical properties and land …

Predictive model assessment in PLS-SEM: guidelines for using PLSpredict

G Shmueli, M Sarstedt, JF Hair, JH Cheah… - European journal of …, 2019 - emerald.com
Purpose Partial least squares (PLS) has been introduced as a “causal-predictive” approach
to structural equation modeling (SEM), designed to overcome the apparent dichotomy …

Decomposition of the mean absolute error (MAE) into systematic and unsystematic components

SM Robeson, CJ Willmott - PloS one, 2023 - journals.plos.org
When evaluating the performance of quantitative models, dimensioned errors often are
characterized by sums-of-squares measures such as the mean squared error (MSE) or its …

Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment

RG Pontius Jr, M Millones - International journal of remote sensing, 2011 - Taylor & Francis
The family of Kappa indices of agreement claim to compare a map's observed classification
accuracy relative to the expected accuracy of baseline maps that can have two types of …

[PDF][PDF] A refined index of model performance

CJ Willmott, SM Robeson… - International Journal of …, 2012 - researchgate.net
In this paper, we develop, present and evaluate a refined, statistical index of model
performance. This 'new'measure (dr) is a reformulation of Willmott's index of agreement …

Global mycorrhizal plant distribution linked to terrestrial carbon stocks

NA Soudzilovskaia, PM van Bodegom, C Terrer… - Nature …, 2019 - nature.com
Vegetation impacts on ecosystem functioning are mediated by mycorrhizas, plant–fungal
associations formed by most plant species. Ecosystems dominated by distinct mycorrhizal …

Indicators of ecosystem service potential at European scales: mapping marginal changes and trade-offs

R Haines-Young, M Potschin, F Kienast - Ecological Indicators, 2012 - Elsevier
This study develops an approach to mapping indicators of the potential of ecosystems to
supply ecosystem services, and the impact of changes in land cover and use upon them …

Sampling designs for accuracy assessment of land cover

SV Stehman - International Journal of Remote Sensing, 2009 - Taylor & Francis
The accuracy of a land cover classification is the degree to which the map land cover agrees
with the reference land cover classification (ie ground condition). The basic sampling …

Using machine learning for direct demand modeling of ridesourcing services in Chicago

X Yan, X Liu, X Zhao - Journal of Transport Geography, 2020 - Elsevier
The exponential growth of ridesourcing services has been disrupting the transportation
sector and changing how people travel. As ridesourcing continues to grow in popularity …