Comparisons of diverse machine learning approaches for wildfire susceptibility mapping

Khalil Gholamnia, Thimmaiah Gudiyangada Nachappa, Omid Ghorbanzadeh*, Thomas Blaschke

*Corresponding author for this work

Research output: Contribution to journalArticle

Original languageEnglish
Article number604
Pages (from-to)1-20
Number of pages20
JournalSymmetry
Volume12
Issue number4
DOIs
Publication statusPublished - 1 Apr 2020

Fields of Science and Technology Classification 2012

  • 102 Computer Sciences
  • 207 Environmental Engineering, Applied Geosciences
  • 105 Geosciences

Keywords

  • Artificial neural network (ANN)
  • Bushfire
  • Decision tree (DT)
  • DM neural
  • Dmine regression (DR)
  • K-fold cross-validation
  • Least angle regression (LARS)
  • Logistic regression (LR)
  • MODIS
  • Multi-layer perceptron (MLP)
  • Radial basis function (RBF)
  • Random forest (RF)
  • Self-organizing maps (SOM)
  • Support vector machine (SVM)

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