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» Unsupervised Learning of Relations

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CEC
2007
IEEE

124views Artificial Intelligence» more CEC 2007»

Comparison of a multi-layered artificial immune system with a kohonen network

14 years 1 months ago

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We present a novel multi-layered unsupervised learning artifical immune system (MARIA). We have employed vector quantisation to augment MARIA (and Kohonen Networks) to allow for a ...

Thomas Knight, Jonathan Timmis

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ECML
2007
Springer

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Structure Learning of Probabilistic Relational Models from Incomplete Relational Data

14 years 4 months ago

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Abstract. Existing relational learning approaches usually work on complete relational data, but real-world data are often incomplete. This paper proposes the MGDA approach to learn...

Xiao-Lin Li, Zhi-Hua Zhou

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AIIA
2007
Springer

137views Artificial Intelligence» more AIIA 2007»

A Hierarchical Clustering Procedure for Semantically Annotated Resources

14 years 4 months ago

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Abstract. A clustering method is presented which can be applied to relational knowledge bases. It can be used to discover interesting groupings of resources through their (semantic...

Nicola Fanizzi, Claudia d'Amato, Floriana Esposito

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ALT
1998
Springer

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LIME: A System for Learning Relations

14 years 2 months ago

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Eric McCreath, Arun Sharma

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