Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier Article

Shahabi, Himan, Shirzadi, Ataollah, Ghaderi, Kayvan et al. (2020). Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier . 12(2), 10.3390/rs12020266

Open Access ESI Most Cited Paper International Collaboration

cited authors

  • Shahabi, Himan; Shirzadi, Ataollah; Ghaderi, Kayvan; Omidvar, Ebrahim; Al-Ansari, Nadhir; Clague, John J; Geertsema, Marten; Khosravi, Khabat; Amini, Ata; Bahrami, Sepideh; Rahmati, Omid; Habibi, Kyoumars; Mohammadi, Ayub; Hoang, Nguyen; Melesse, Assefa M; Bin Ahmad, Baharin; Ahmad, Anuar

sustainable development goals

publication date

  • January 1, 2020

keywords

  • ANALYTICAL HIERARCHY PROCESS
  • BIOGEOGRAPHY-BASED OPTIMIZATION
  • ERROR PRUNING TREES
  • Environmental Sciences
  • Environmental Sciences & Ecology
  • FUZZY INFERENCE SYSTEM
  • Geology
  • Geosciences, Multidisciplinary
  • Haraz
  • Imaging Science & Photographic Technology
  • Iran
  • LANDSLIDE-SUSCEPTIBILITY
  • Life Sciences & Biomedicine
  • NAIVE BAYES TREE
  • Physical Sciences
  • Remote Sensing
  • SPATIAL PREDICTION
  • SUPPORT VECTOR MACHINE
  • SYNTHETIC-APERTURE RADAR
  • Science & Technology
  • Technology
  • WEIGHTS-OF-EVIDENCE
  • flood
  • goodness-of-fit
  • machine learning
  • overfitting
  • remote sensing data

Digital Object Identifier (DOI)

publisher

  • MDPI

volume

  • 12

issue

  • 2