Publications by authors named "Irfat Kabir"
J Environ Manage
January 2023
Article Synopsis
- Recent research in machine learning (ML) has focused on flood susceptibility modeling, though there's notable uncertainty in spatial predictions from these models due to varying outcomes.
- This study introduces a framework to minimize spatial disagreement among four ML models: random forest, k-nearest neighbor, multilayer perceptron, and a hybrid genetic algorithm, specifically in the southwest coastal region of Bangladesh.
- The optimized model showed improved prediction accuracy and reduced classification errors, with implications for developing risk-based plans and enhancing early warning systems for floods.
