Systematic sample subdividing strategy for training landslide susceptibility models

•A systematic subdividing method for landslide inventory data is presented.•Subdividing strategy is important especially when the data varies in distribution.•IIC, a technique developed in this research.•IIC enables measurement complexity of inventory datasets.•KNN, SVM and DT used to test the superiority of the new sample subdividing method.