View learning for statistical relational learning: With an application to mammography
Publication
, Conference
Davis, J; Burnside, E; Dutra, I; Page, D; Ramakrishnan, R; Costa, VS; Shavlik, J
Published in: IJCAI International Joint Conference on Artificial Intelligence
December 1, 2005
Statistical relational learning (SRL) constructs probabilistic models from relational databases. A key capability of SRL is the learning of arcs (in the Bayes net sense) connecting entries in different rows of a relational table, or in different tables. Nevertheless, SRL approaches currently are constrained to use the existing database schema. For many database applications, users find it profitable to define alternative "views" of the database, in effect defining new fields or tables. Such new fields or tables can also be highly useful in learning. We provide SRL with the capability of learning new views.
Duke Scholars
Published In
IJCAI International Joint Conference on Artificial Intelligence
ISSN
1045-0823
Publication Date
December 1, 2005
Start / End Page
677 / 683
Citation
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MLA
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Davis, J., Burnside, E., Dutra, I., Page, D., Ramakrishnan, R., Costa, V. S., & Shavlik, J. (2005). View learning for statistical relational learning: With an application to mammography. In IJCAI International Joint Conference on Artificial Intelligence (pp. 677–683).
Davis, J., E. Burnside, I. Dutra, D. Page, R. Ramakrishnan, V. S. Costa, and J. Shavlik. “View learning for statistical relational learning: With an application to mammography.” In IJCAI International Joint Conference on Artificial Intelligence, 677–83, 2005.
Davis J, Burnside E, Dutra I, Page D, Ramakrishnan R, Costa VS, et al. View learning for statistical relational learning: With an application to mammography. In: IJCAI International Joint Conference on Artificial Intelligence. 2005. p. 677–83.
Davis, J., et al. “View learning for statistical relational learning: With an application to mammography.” IJCAI International Joint Conference on Artificial Intelligence, 2005, pp. 677–83.
Davis J, Burnside E, Dutra I, Page D, Ramakrishnan R, Costa VS, Shavlik J. View learning for statistical relational learning: With an application to mammography. IJCAI International Joint Conference on Artificial Intelligence. 2005. p. 677–683.
Published In
IJCAI International Joint Conference on Artificial Intelligence
ISSN
1045-0823
Publication Date
December 1, 2005
Start / End Page
677 / 683