A hybrid data-driven model for geotechnical reliability analysis

•A hybrid data-driven model is proposed to quantify risk under uncertain parameters.during a tunnel's excavation process.•A real case is used to evaluate the effectiveness and feasibility of our proposed approach.•A Markov-Chain-based importance sampling is used to analyze settlement reliability.