Knowledge map construction for question and answer archives.

•A novel knowledge map for question and answer archives is constructed.•A novel growing hierarchical 2-dimensional self-organizing map is proposed.•Extracting typical Q&A pairs is proposed to help users quickly grasp main contents.•A merging mechanism is proposed during vertical expansion to avoid parsing.•Experimental results show that the knowledge map is feasible and performs well.