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JMLR
2012
13 years 8 months ago
Deep Learning Made Easier by Linear Transformations in Perceptrons
We transform the outputs of each hidden neuron in a multi-layer perceptron network to have zero output and zero slope on average, and use separate shortcut connections to model th...
Tapani Raiko, Harri Valpola, Yann LeCun
JMLR
2012
13 years 8 months ago
Randomized Optimum Models for Structured Prediction
One approach to modeling structured discrete data is to describe the probability of states via an energy function and Gibbs distribution. A recurring difficulty in these models is...
Daniel Tarlow, Ryan Prescott Adams, Richard S. Zem...
INFOCOM
2012
IEEE
13 years 8 months ago
T4P: Hybrid interconnection for cost reduction
—Economic forces behind the Internet evolution have diversified the types of ISP (Internet Service Provider) interconnections. In particular, settlement-free peering and paid pe...
Ignacio Castro, Sergey Gorinsky
INFOCOM
2012
IEEE
13 years 8 months ago
Proactive seeding for information cascades in cellular networks
—In today’s Internet, online social networks (OSNs) play an important role in informing users about content. At the same time, mobile devices provide ubiquitous access to this ...
Francesco Malandrino, Maciej Kurant, Athina Markop...
INFOCOM
2012
IEEE
13 years 8 months ago
Robust topology control in multi-hop cognitive radio networks
—The opening of under-utilized spectrum creates the opportunity of substantial performance improvement through cognitive radio techniques. However, the real network performance m...
Jing Zhao, Guohong Cao
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