Reimagining multi-criterion decision making by data-driven methods based on machine learning: A literature review

•The multi-criterion decision making supported by machine learning is reviewed.•We conduct a bibliometric analysis to clarify research status and trends.•We summarize practical challenges of multi-criterion decision making.•We review how machine learning can help address identified challenges.•Lessons and future directions are discussed from theoretical and practical aspects.