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131
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NN
2010
Springer
125views Neural Networks» more  NN 2010»
15 years 1 months ago
Parameter-exploring policy gradients
We present a model-free reinforcement learning method for partially observable Markov decision problems. Our method estimates a likelihood gradient by sampling directly in paramet...
Frank Sehnke, Christian Osendorfer, Thomas Rü...
114
Voted
OOPSLA
2010
Springer
15 years 1 months ago
MetaFJig: a meta-circular composition language for Java-like classes
We propose a Java-like language where class denitions are rst class values, hence new classes can be derived from existing, rather than by a xed mechanism like inheritance, by e...
Marco Servetto, Elena Zucca
122
Voted
OOPSLA
2010
Springer
15 years 1 months ago
Teaching and training developer-testing techniques and tool support
Developer testing is a type of testing where developers test their code as they write it, as opposed to testing done by a separate quality assurance organization. Developer testin...
Tao Xie, Jonathan de Halleux, Nikolai Tillmann, Wo...
108
Voted
PAMI
2010
122views more  PAMI 2010»
15 years 1 months ago
Domain Adaptation Problems: A DASVM Classification Technique and a Circular Validation Strategy
—This paper addresses pattern classification in the framework of domain adaptation by considering methods that solve problems in which training data are assumed to be available o...
Lorenzo Bruzzone, Mattia Marconcini
149
Voted
PAMI
2010
192views more  PAMI 2010»
15 years 1 months ago
Multiway Spectral Clustering with Out-of-Sample Extensions through Weighted Kernel PCA
—A new formulation for multiway spectral clustering is proposed. This method corresponds to a weighted kernel principal component analysis (PCA) approach based on primal-dual lea...
Carlos Alzate, Johan A. K. Suykens
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