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106
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ICML
2010
IEEE
15 years 1 months ago
Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences
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
123
Voted
ML
2011
ACM
179views Machine Learning» more  ML 2011»
14 years 7 months ago
Neural networks for relational learning: an experimental comparison
In the last decade, connectionist models have been proposed that can process structured information directly. These methods, which are based on the use of graphs for the representa...
Werner Uwents, Gabriele Monfardini, Hendrik Blocke...
79
Voted
JMLR
2010
82views more  JMLR 2010»
14 years 7 months ago
On Spectral Learning
In this paper, we study the problem of learning a matrix W from a set of linear measurements. Our formulation consists in solving an optimization problem which involves regulariza...
Andreas Argyriou, Charles A. Micchelli, Massimilia...
99
Voted
ETS
2006
IEEE
119views Hardware» more  ETS 2006»
15 years 20 days ago
An Ontology-Based Framework for Bridging Learning Design and Learning Content
The paper describes an ontology-based framework for bridging learning design and learning object content. In present solutions, researchers have proposed conceptual models and dev...
Colin Knight, Dragan Gasevic, Griff Richards
112
Voted
TLT
2008
149views more  TLT 2008»
15 years 17 days ago
Control Your eLearning Environment: Exploiting Policies in an Open Infrastructure for Lifelong Learning
Abstract-- Nowadays, people are in need for continuous learning in order to keep up to date or to be upgraded in their job. An infrastructure for life-long learning requires contin...
Juri Luca De Coi, Philipp Kärger, Arne Wolf K...