Mining consensus preference graphs from users' ranking data

► This study proposes a new output type of group ranking problem. ► The new output is a consensus preference graph of items. ► The output graph can be understood intuitively and the relationships between items can be easily seen. ► The experimental results show that the proposed method is efficient and effective.