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» Mapping and Revising Markov Logic Networks for Transfer Lear...

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AAAI
2007

103views Intelligent Agents» more AAAI 2007»

Mapping and Revising Markov Logic Networks for Transfer Learning

13 years 7 months ago

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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...

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UAI
2008

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Improving the Accuracy and Efficiency of MAP Inference for Markov Logic

13 years 6 months ago

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In this work we present Cutting Plane Inference (CPI), a Maximum A Posteriori (MAP) inference method for Statistical Relational Learning. Framed in terms of Markov Logic and inspi...

Sebastian Riedel

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IJCAI
2007

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Recursive Random Fields

13 years 6 months ago

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A formula in ﬁrst-order logic can be viewed as a tree, with a logical connective at each node, and a knowledge base can be viewed as a tree whose root is a conjunction. Markov l...

Daniel Lowd, Pedro Domingos

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