Enhancing landslide susceptibility mapping in the Himalayas: geospatial and machine learning with explainable AI (XAI)
Manas Utthasini, Idhayachandhiran Ilampooranan, Pankaj Kumar, Shruti Kanga, Pankaj Kumar, Krishnagopal Halder, Biswajeet Pradhan, Amit Kumar Srivastava, Ranit Sundar Chatterjee, Rabin Chakrabortty, Tarig Ali, Gowhar Meraj
Topics & Concepts
LandslideGeospatial analysisSupport vector machineMachine learningTest setArtificial intelligenceEnsemble learningData setComputer scienceGeologyEnsemble forecastingRemote sensingSet (abstract data type)Vulnerability (computing)CartographyRandom forestTest dataBayesian probabilityHazardSpatial analysisConstruct (python library)TectonicsDitchReceiver operating characteristicDecision treeGeographic information systemData miningBayes' theoremTraining setSpatial databaseTransferabilityNaive Bayes classifierTest (biology)Landslides and related hazardsFlood Risk Assessment and ManagementFire effects on ecosystems