reviewPeerJMar 14, 2017GOLD OA

MaxEnt’s parameter configuration and small samples: are we paying attention to recommendations? A systematic review

Fundación Chile · Macquarie University · +2 more institutions

PubMed
Indexed incrossrefdoajpubmed

Abstract

Environmental niche modeling (ENM) is commonly used to develop probabilistic maps of species distribution. Among available ENM techniques, MaxEnt has become one of the most popular tools for modeling species distribution, with hundreds of peer-reviewed articles published each year. MaxEnt's popularity is mainly due to the use of a graphical interface and automatic parameter configuration capabilities. However, recent studies have shown that using the default automatic configuration may not be always appropriate because it can produce non-optimal models; particularly when dealing with a small number of species presence points. Thus, the recommendation is to evaluate the best potential combination of parameters…

Citation impact

521
total citations
FWCI
23.60
Percentile
100%
References
54
Citations per year

Authors

3

Topics & keywords

Keywords
  • Computer science
  • Environmental niche modelling
  • Sample size determination
  • Regularization (linguistics)
  • Probabilistic logic
  • Data mining
  • Best practice
  • Machine learning
UN Sustainable Development Goals
  • Life in Land
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