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» Real-World Learning with Markov Logic Networks
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PKDD
2004
Springer
86views Data Mining» more  PKDD 2004»
15 years 2 months ago
Real-World Learning with Markov Logic Networks
Pedro Domingos
AAAI
2006
14 years 10 months ago
Unifying Logical and Statistical AI
Intelligent agents must be able to handle the complexity and uncertainty of the real world. Logical AI has focused mainly on the former, and statistical AI on the latter. Markov l...
Pedro Domingos, Stanley Kok, Hoifung Poon, Matthew...
75
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ICML
2008
IEEE
15 years 10 months ago
Discriminative structure and parameter learning for Markov logic networks
Tuyen N. Huynh, Raymond J. Mooney
ICMLA
2010
14 years 7 months ago
Heuristic Method for Discriminative Structure Learning of Markov Logic Networks
Markov Logic Networks (MLNs) combine Markov Networks and first-order logic by attaching weights to firstorder formulas and viewing them as templates for features of Markov Networks...
Quang-Thang Dinh, Matthieu Exbrayat, Christel Vrai...
AAAI
2007
14 years 11 months ago
Mapping and Revising Markov Logic Networks for Transfer Learning
Transfer learning addresses the problem of how to leverage knowledge acquired in a source domain to improve the accuracy and speed of learning in a related target domain. This pap...
Lilyana Mihalkova, Tuyen N. Huynh, Raymond J. Moon...