Self-modeling databases

The Carper system, which uses inductive learning to check database consistency, even in poorly understood domains, is described. The application of Carper to the Xcon expert system database is discussed. It is shown that Carper can detect five general error types in Xcon: using value naming conventions inconsistently, assigning legal but incorrect values to attributes, omitting obscure but necessary attribute values, assigning values to attributes that should be left undefined, and failing to update attribute values when dependent attribute values change.<<ETX>>

[1]  J. Ross Quinlan,et al.  Generating Production Rules from Decision Trees , 1987, IJCAI.

[2]  David Gelernter,et al.  Musing in an Expert Database , 1988, Expert Database Conf..

[3]  Wray L. Buntine Learning Classification Rules Using Bayes , 1989, ML.

[4]  Virginia E. Barker,et al.  Expert systems for configuration at Digital: XCON and beyond , 1989, Commun. ACM.

[5]  Robert R. Korfhage,et al.  An Automatic Improvement Processor for an Information Retrieval System , 1988, Expert Database Conf..

[6]  Tom M. Mitchell,et al.  Learning improved integrity constraints and schemas from exceptions in databases and knowledge bases , 1986 .

[7]  Richard R. Muntz,et al.  Implicit Representation for Extensional Answers , 1988, Expert Database Conf..

[8]  Larry Kerschberg,et al.  Mining for Knowledge in Databases: Goals and General Description of the INLEN System , 1989, Knowledge Discovery in Databases.

[9]  Terrence J. Sejnowski,et al.  Parallel Networks that Learn to Pronounce English Text , 1987, Complex Syst..

[10]  Jeffrey D. Ullman,et al.  Principles of Database and Knowledge-Base Systems, Volume II , 1988, Principles of computer science series.

[11]  Robert L. Blum Induction of Causal Relationships From a Time-Oriented Clinical Database: An Overview of the RX Project , 1982, AAAI.

[12]  Dennis McLeod,et al.  Object flavor evolution in an object-oriented database system , 1988 .

[13]  Meng Chang Chen,et al.  Summary Data Estimation Using Decision Trees , 1991, Knowledge Discovery in Databases.