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» Constructing informative priors using transfer learning
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FLAIRS
2000
15 years 5 months ago
Systematic Treatment of Failures Using Multilayer Perceptrons
This paper discusses the empirical evaluation of improving generalization performance of neural networks by systematic treatment of training and test failures. As a result of syst...
Fadzilah Siraj, Derek Partridge
VL
2009
IEEE
128views Visual Languages» more  VL 2009»
15 years 11 months ago
Improving API documentation using API usage information
Jadeite is a new Javadoc-like API documentation system that takes advantage of multiple users’ aggregate experience to reduce difficulties that programmers have learning new API...
Jeffrey Stylos, Andrew Faulring, Zizhuang Yang, Br...
CIA
2006
Springer
15 years 8 months ago
Learning to Negotiate Optimally in Non-stationary Environments
Abstract. We adopt the Markov chain framework to model bilateral negotiations among agents in dynamic environments and use Bayesian learning to enable them to learn an optimal stra...
Vidya Narayanan, Nicholas R. Jennings
ACL
2001
15 years 5 months ago
Using Machine Learning Techniques to Interpret WH-questions
We describe a set of supervised machine learning experiments centering on the construction of statistical models of WH-questions. These models, which are built from shallow lingui...
Ingrid Zuckerman, Eric Horvitz
DAGM
2008
Springer
15 years 6 months ago
Learning Visual Compound Models from Parallel Image-Text Datasets
Abstract. In this paper, we propose a new approach to learn structured visual compound models from shape-based feature descriptions. We use captioned text in order to drive the pro...
Jan Moringen, Sven Wachsmuth, Sven J. Dickinson, S...