摘要: The aim of relational learning is to develop methods for the induction descriptions in representation formalisms that are more expressive than attribute-value representation. Feature terms have been studied formalize object-centered declarative languages and can be seen as a subset first-order logic. We present formalism based on feature we show how performed natural way using notion subsumption an informational ordering. Moreover also allow specify incomplete information way. An example such inductive methods, indie, presented. indie performs bottom-up heuristic search lattice term space. Results this method several domains explained.
springer.com
sci-hub.st 参考文章(10)
Enric Plaza, Ramon López de Mántaras, Eva Armengol, On the Importance of Similitude: An Entropy-Based Assessment EWCBR '96 Proceedings of the Third European Workshop on Advances in Case-Based Reasoning. pp. 324- 338 ,(1996) , 10.1007/BFB0020620
Jörg-Uwe Kietz, Katharina Morik, A Polynomial Approach to the Constructive Induction of Structural Knowledge Machine Learning. ,vol. 14, pp. 193- 217 ,(1994) , 10.1023/A:1022626200450
William W. Cohen, Haym Hirsh, Learning the classic description logic: theoretical and experimental results principles of knowledge representation and reasoning. pp. 121- 133 ,(1994) , 10.1016/B978-1-4832-1452-8.50108-1
Bob Carpenter, The logic of typed feature structures Cambridge Tracts in Theoretical Computer Science 32. ,(1992)
Eva Armengol, Enric Plaza, Integrating Induction in a Case-Based Reasoner EWCBR '94 Selected papers from the Second European Workshop on Advances in Case-Based Reasoning. pp. 3- 17 ,(1994) , 10.1007/3-540-60364-6_23
Daniele Gunetti, Francesco Bergadano, Inductive Logic Programming: From Machine Learning to Software Engineering ,(1995)
Josep Lluís Arcos, Enric Plaza, Inference and reflection in the object-centered representation language NOOS international joint conference on artificial intelligence. ,vol. 12, pp. 173- 188 ,(1996) , 10.1016/0167-739X(96)00003-9
Hassan Aït-Kaci, Andreas Podelski, Towards a meaning of life Journal of Logic Programming. ,vol. 16, pp. 195- 234 ,(1993) , 10.1016/0743-1066(93)90043-G
X.-J.M. Zhou, T.S. Dillon, Theoretical and practical considerations of uncertainty and complexity in automated knowledge acquisition IEEE Transactions on Knowledge and Data Engineering. ,vol. 7, pp. 699- 712 ,(1995) , 10.1109/69.469826
R. López De Mántaras, A Distance-Based Attribute Selection Measure for Decision Tree Induction Machine Learning. ,vol. 6, pp. 81- 92 ,(1991) , 10.1023/A:1022694001379