Inductive query by examples (IQBE): a machine learning approach

Chen, She
1994 Proceedings of the Twenty-Seventh Hawaii International Conference on System Sciences HICSS-94  
Initial tree created for an IR example Updated tree after relevance feedback IR performance comparison: ID3 vs. ID5R Initial tree created for a DBMS example Updated tree after relevance feedback DBMS performance comparison: ID3 vs. ID5R Abstract: This paper presents an incremental, inductive learning approach to query-byexamples for information retrieval (IR) and database management systems (DBMS). After briefly reviewing conventional information retrieval techniques and the prevailing database
more » ... prevailing database query paradigms, we introduce the ID5R algorithm, previously developed by Utgoff, for "intelligent" and system-supported query processing. We describe in detail how we adapted the ID5R algorithm for IR/DBMS applications and we present two examples, one for IR applications and the other for DBMS applications, to demonstrate the feasibility of the approach.
doi:10.1109/hicss.1994.323329 fatcat:rzi3rlrijrfefiv4gnznrlaj6y