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04/17/2019
Correlated Logistic Model With Elastic Net Regularization for Multilabel Image Classification
In this paper, we present correlated logistic (CorrLog) model for multil...
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07/14/2017
On the Complexity of Learning Neural Networks
The stunning empirical successes of neural networks currently lack rigor...
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02/28/2017
Deep Semi-Random Features for Nonlinear Function Approximation
We propose semi-random features for nonlinear function approximation. Th...
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11/09/2016
Diverse Neural Network Learns True Target Functions
Neural networks are a powerful class of functions that can be trained wi...
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07/21/2014
Scalable Kernel Methods via Doubly Stochastic Gradients
The general perception is that kernel methods are not scalable, and neur...
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11/13/2013