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註釋This paper presents ADMS, a high performance Relational Database Management System that supports intellingent cache techniques for access paths in the database. ADMS improves the database access performance by building an integrated memory of search paths and short-cuts. This is based on a new concept of incremental learning that allows the system to acquire knowledge about access obtained from previous search. Benchmark results comparing the speeds of conventional DBMSs with ADMS are included.