Abstract The aim of this work was to develop a technique speed up complex joins in an incremental visual query system. When designing visual, highly interactive interface for ad-hoc (read-only) queries, fast response times are paramount importance. While column-oriented DBMS reduces the inherent latency found relational DBMS, there is still question how index data, especially so as support join...