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AAAI
2011

181views Intelligent Agents» more AAAI 2011»

Markov Logic Sets: Towards Lifted Information Retrieval Using PageRank and Label Propagation

12 years 9 months ago

Inspired by “GoogleTM Sets” and Bayesian sets, we consider the problem of retrieving complex objects and relations among them, i.e., ground atoms from a logical concept, given...

Marion Neumann, Babak Ahmadi, Kristian Kersting

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26

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ICML
2004
IEEE

131views Machine Learning» more ICML 2004»

Active learning of label ranking functions

14 years 2 months ago

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The eﬀort necessary to construct labeled sets of examples in a supervised learning scenario is often disregarded, though in many applications, it is a time-consuming and expensi...

Klaus Brinker

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27

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JMLR
2006

125views more JMLR 2006»

Efficient Learning of Label Ranking by Soft Projections onto Polyhedra

13 years 8 months ago

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We discuss the problem of learning to rank labels from a real valued feedback associated with each label. We cast the feedback as a preferences graph where the nodes of the graph ...

Shai Shalev-Shwartz, Yoram Singer

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22

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ICML
2010
IEEE

228views Machine Learning» more ICML 2010»

Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences

13 years 10 months ago

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This paper studies the problem of learning from ambiguous supervision, focusing on the task of learning semantic correspondences. A learning problem is said to be ambiguously supe...

Antoine Bordes, Nicolas Usunier, Jason Weston

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21

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SIGIR
2008
ACM

139views Information Technology» more SIGIR 2008»

A boosting algorithm for learning bipartite ranking functions with partially labeled data

13 years 8 months ago