DA2PL'2016 (From Multiple Criteria Decision Aid to Preference Learning) is a EURO Mini Conference which aims to bring together researchers from decision analysis and machine learning. It provides a forum for discussing recent advances and identifying new research challenges in the intersection of both fields, thereby supporting a cross-fertilisation of these disciplines.