119 citations · 244 across the 26 of their papers we have counts for
3 papers · 1 filter
MLPACK: A Scalable C++ Machine Learning Library
Ryan R. Curtin, James R. Cline, N. P. Slagle +4
MLPACK is a state-of-the-art, scalable, multi-platform C++ machine learning library released in late 2011 offering both a simple, consistent API accessible to novice users and high…
Minimax Multi-Task Learning and a Generalized Loss-Compositional Paradigm for MTL
Nishant A. Mehta, Dongryeol Lee, Alexander G. Gray
Since its inception, the modus operandi of multi-task learning (MTL) has been to minimize the task-wise mean of the empirical risks. We introduce a generalized loss-compositional p…
On the Sample Complexity of Predictive Sparse Coding
Nishant A. Mehta, Alexander G. Gray
The goal of predictive sparse coding is to learn a representation of examples as sparse linear combinations of elements from a dictionary, such that a learned hypothesis linear in…