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ICML
2008
IEEE
16 years 4 months ago
Large scale manifold transduction
We show how the regularizer of Transductive Support Vector Machines (TSVM) can be trained by stochastic gradient descent for linear models and multi-layer architectures. The resul...
Michael Karlen, Jason Weston, Ayse Erkan, Ronan Co...
WWW
2009
ACM
16 years 3 months ago
Automated synthesis of composite services with correctness guarantee
In this paper, we propose a novel approach for composing existing web services to satisfy the correctness constraints to the design, including freeness of deadlock and unspecified...
Ting Deng, Jinpeng Huai, Xianxian Li, Zongxia Du, ...
MLDM
2009
Springer
15 years 9 months ago
Relational Frequent Patterns Mining for Novelty Detection from Data Streams
We face the problem of novelty detection from stream data, that is, the identification of new or unknown situations in an ordered sequence of objects which arrive on-line, at cons...
Michelangelo Ceci, Annalisa Appice, Corrado Loglis...
ICALT
2008
IEEE
15 years 9 months ago
Secure Certification for ePortfolios
Students often build up portfolios of their achievements as they study and present them when they apply for jobs or for further study. Of increasing interest is the concept of an ...
Lisha Chen-Wilson, Patrick Newcombe, Piers Royce, ...
ICANN
2007
Springer
15 years 9 months ago
Multi-dimensional Recurrent Neural Networks
Abstract. Recurrent neural networks (RNNs) have proved effective at one dimensional sequence learning tasks, such as speech and online handwriting recognition. Some of the properti...
Alex Graves, Santiago Fernández, Jürge...