no code implementations • 10 Sep 2017 • Andrew Gardner, Jinko Kanno, Christian A. Duncan, Rastko R. Selmic
Unordered feature sets are a nonstandard data structure that traditional neural networks are incapable of addressing in a principled manner.
no code implementations • 9 Oct 2015 • Andrew Gardner, Christian A. Duncan, Jinko Kanno, Rastko R. Selmic
Positive definite kernels are an important tool in machine learning that enable efficient solutions to otherwise difficult or intractable problems by implicitly linearizing the problem geometry.
no code implementations • CVPR 2014 • Andrew Gardner, Jinko Kanno, Christian A. Duncan, Rastko Selmic
We present a distance metric based upon the notion of minimum-cost injective mappings between sets.