Spatial thinning and class balancing: Key choices lead to variation in the performance of species distribution models with citizen science data

Predicting future distributions of lanternfish, a significant ecological resource within the Southern Ocean

(2019) Jennifer J. Freer et al.   DIVERSITY AND DISTRIBUTIONS

Bunching up the background betters bias in species distribution models

(2019) Julien Vollering et al.   ECOGRAPHY

Evaluating presence‐only species distribution models with discrimination accuracy is uninformative for many applications

(2019) Dan L. Warren et al.   JOURNAL OF BIOGEOGRAPHY

An evaluation of stringent filtering to improve species distribution models from citizen science data

(2019) Valerie A. Steen et al.   DIVERSITY AND DISTRIBUTIONS

The area under the precision-recall curve as a performance metric for rare binary events

(2018) H.R. Sofaer et al.   Methods in Ecology and Evolution

Widespread sampling biases in herbaria revealed from large-scale digitization

(2017) Barnabas H. Daru et al.   NEW PHYTOLOGIST

PRROC: computing and visualizing precision-recall and receiver operating characteristic curves in R

(2015) Jan Grau et al.   BIOINFORMATICS

PresenceAbsence: AnRPackage for Presence Absence Analysis

(2015) Elizabeth A. Freeman et al.   Journal of Statistical Software

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Mapping large-scale bird distributions using occupancy models and citizen data with spatially biased sampling effort

(2014) Motoki Higa et al.   DIVERSITY AND DISTRIBUTIONS

Environmental filters reduce the effects of sampling bias and improve predictions of ecological niche models

(2014) Sara Varela et al.   ECOGRAPHY

What is the potential of spread in invasive bryophytes?

(2014) Rubén G. Mateo et al.   ECOGRAPHY

Spatial filtering to reduce sampling bias can improve the performance of ecological niche models

(2014) Robert A. Boria et al.   ECOLOGICAL MODELLING

The role of atmospheric conditions in the seasonal dynamics of North American migration flyways

(2014) Frank A. La Sorte et al.   JOURNAL OF BIOGEOGRAPHY

Mapping Species Distributions with MAXENT Using a Geographically Biased Sample of Presence Data: A Performance Assessment of Methods for Correcting Sampling Bias

(2014) Yoan Fourcade et al.   PLoS One

The Relative Impacts of Climate and Land-Use Change on Conterminous United States Bird Species from 2001 to 2075

(2014) Terry L. Sohl   PLoS One

Validation and calibration of probabilistic predictions in ecology

(2014) Corey Chivers et al.   Methods in Ecology and Evolution

Statistics for citizen science: extracting signals of change from noisy ecological data

(2014) Nick J. B. Isaac et al.   Methods in Ecology and Evolution

Statistical solutions for error and bias in global citizen science datasets

(2013) Tomas J. Bird et al.   BIOLOGICAL CONSERVATION

The eBird enterprise: An integrated approach to development and application of citizen science

(2013) Brian L. Sullivan et al.   BIOLOGICAL CONSERVATION

The importance of correcting for sampling bias in MaxEnt species distribution models

(2013) Stephanie Kramer-Schadt et al.   DIVERSITY AND DISTRIBUTIONS

The Effects of Sampling Bias and Model Complexity on the Predictive Performance of MaxEnt Species Distribution Models

(2013) Mindy M. Syfert et al.   PLoS One

Prevalence, thresholds and the performance of presence-absence models

(2013) Callum R. Lawson et al.   Methods in Ecology and Evolution

Discrimination capacity in species distribution models depends on the representativeness of the environmental domain

(2012) Alberto Jiménez-Valverde et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Selecting pseudo-absences for species distribution models: how, where and how many?

(2012) Morgane Barbet-Massin et al.   Methods in Ecology and Evolution

Species-specific tuning increases robustness to sampling bias in models of species distributions: An implementation with Maxent

(2011) Robert P. Anderson et al.   ECOLOGICAL MODELLING

Integrating biodiversity distribution knowledge: toward a global map of life

(2011) Walter Jetz et al.   TRENDS IN ECOLOGY & EVOLUTION

Beyond scarcity: citizen science programmes as useful tools for conservation biogeography

(2010) Vincent Devictor et al.   DIVERSITY AND DISTRIBUTIONS

Measuring and comparing the accuracy of species distribution models with presence-absence data

(2010) Canran Liu et al.   ECOGRAPHY

The effect of the extent of the study region on GIS models of species geographic distributions and estimates of niche evolution: preliminary tests with montane rodents (genus Nephelomys) in Venezuela

(2010) Robert P. Anderson et al.   JOURNAL OF BIOGEOGRAPHY

The effect of prevalence and its interaction with sample size on the reliability of species distribution models

(2009) A. Jiménez-Valverde et al.   COMMUNITY ECOLOGY

Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data

(2009) Steven J. Phillips et al.   ECOLOGICAL APPLICATIONS

On the influence of an adaptive inference system in fuzzy rule based classification systems for imbalanced data-sets

(2009) Alberto Fernández et al.   EXPERT SYSTEMS WITH APPLICATIONS

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Effects of sample size on the performance of species distribution models

(2008) M. S. Wisz et al.   DIVERSITY AND DISTRIBUTIONS