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JMLR
2010
106views more  JMLR 2010»
14 years 5 months ago
Why Does Unsupervised Pre-training Help Deep Learning?
Much recent research has been devoted to learning algorithms for deep architectures such as Deep Belief Networks and stacks of auto-encoder variants, with impressive results obtai...
Dumitru Erhan, Yoshua Bengio, Aaron C. Courville, ...
103
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ACL
2012
13 years 18 days ago
Historical Analysis of Legal Opinions with a Sparse Mixed-Effects Latent Variable Model
We propose a latent variable model to enhance historical analysis of large corpora. This work extends prior work in topic modelling by incorporating metadata, and the interactions...
William Yang Wang, Elijah Mayfield, Suresh Naidu, ...
WSC
1997
14 years 11 months ago
A Virtual PNNI Network Testbed
We describe our experiences designing and implementing a virtual PNNI network testbed. The network elements and signaling protocols modeled are consistent with the ATM Forum PNNI ...
Kalyan S. Perumalla, Matthew Andrews, Sandeep N. B...
TABLEAUX
2009
Springer
15 years 4 months ago
A Novel Architecture for Situation Awareness Systems
Situation Awareness (SA) is the problem of comprehending elements of an environment within a volume of time and space. It is a crucial factor in decision-making in dynamic environm...
Franz Baader, Andreas Bauer 0002, Peter Baumgartne...
ECOOP
2007
Springer
15 years 4 months ago
Aspect-Based Introspection and Change Analysis for Evolving Programs
— As new versions of software are developed bugs inevitably arise either due to regression or new functionality. Challenges arise in discovering, managing, and testing the impact...
Kevin J. Hoffman, Murali Krishna Ramanathan, Patri...